{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据集特征: ['MedInc', 'HouseAge', 'AveRooms', 'AveBedrms', 'Population', 'AveOccup', 'Latitude', 'Longitude']\n",
      "数据集形状: (20640, 8)\n",
      "目标变量形状: (20640,)\n",
      "迭代次数: 100, 损失: 0.6562\n",
      "迭代次数: 200, 损失: 0.3560\n",
      "迭代次数: 300, 损失: 0.3093\n",
      "迭代次数: 400, 损失: 0.2977\n",
      "迭代次数: 500, 损失: 0.2917\n",
      "迭代次数: 600, 损失: 0.2870\n",
      "迭代次数: 700, 损失: 0.2831\n",
      "迭代次数: 800, 损失: 0.2797\n",
      "迭代次数: 900, 损失: 0.2769\n",
      "迭代次数: 1000, 损失: 0.2744\n",
      "训练集MSE: 0.5487\n",
      "测试集MSE: 0.5673\n"
     ]
    },
    {
     "data": {
      "image/png": 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t0XCj5xbS6/am+/znldSXDgXUoVc6jCzYcuPaLg1weiJc+4S6WkHQ/Xqwr1UkDTt6XffZS5/708qKHqjrFjjsTb8bfW+7yqHhwV62W7+PBQsWmO8xsMriP4dFv2sNmIHttl9Dg4TOo9LvUzcNYRrg9HvTsKZVPw1T9v36WH2OPw1VGqD0XEkaSPQ3Pu6448zn1nCnIVLboSEk2Ip4ep8uk66/r34mrUrpEEb97Lr0tr6/Bg4dyqaB0v8EwPbzNYjob67P00UiAmnY0oUW9DV1zlQwGow1LOnztf1aFdTfxZ5jpvOqdHimzh0KPC9WTTQs+5/DSr//YOFdg6sGTf0O/dutbdHqoYZFrazpPxbYK+Npn9P5YQDgBlSWAOAw6cpkOgzPf8Ux/Rd0pYFE55noPCb7BLP+7ANMHXZkL1CgVRetVumBuj5Hqyz2yUV///vfm9Xm6ltVCjzQ1SXMgy3Dra+rB9ha9dKAoeFCh43ZbdDhgvay10qva6ioa0VAX/+dd97xHfxriLCXuvb/Pvzpe+gcGQ16GiJ0/ot9rh8NoIHnegqkQ+J0yKAemOvQPl11TitLGlJ0rk8wGoo00GhlR1eM00qTVqf04F9/Z/2ttEqngdgefhlIq3H6Ghootcr0wAMPVFq9UM8fpRUmDWyBS5zrvCL9zu3vI9jCGTqsT2mo1QpWsDls+t3oUD0NpFop1NBiLxKiz9EKnfZfnW8X7JxOtdFwo5VQrboFmw+mQUkDsv8qf/Zqe7pAhn5OfZ72K/2s+p1qu/QxOucLABxnAQAaxM6dO3UtcOvAgQNWSUmJdf/991vJycnWO++8Y+5v1qyZtWTJEuvjjz+2/vSnP1nR0dHWvn37zH1jx461/vjHP1Z6vZUrV1rNmze3XnnlFWvOnDnm+TNmzKhXm6644grrhBNOqNNjjzrqKGvatGnWmjVrrMLCQrOvXbt25jPVtF155ZW+1+jWrZv12GOPWevXrzfb5MmTrU6dOlX7nkOHDrWee+65Kvv1dbQt/srLy63f/e53Vs+ePa21a9daI0aMsL766qtqX1u/20suucSKi4uzPv30U9/+vXv3WsOGDbPi4+PNd75169Yqzz3ppJOse+65x3f73//+t/msXbp0sTZv3lzpsXpb79PP6y83N9d6//33reuvv96KiYkxj9H2rFixwtw/f/580wb9rDt27LBqcvTRR/u+D+1bN954oxUVFWX6WMeOHa3hw4dbmzZtqvK84uJi81198skn1tNPP2317dvXatOmjZWSkmLNmzfPWrx4sdWiRQtzW/tgXl5eldeYNWuWecypp55qZWdnV7rvxRdfNJ9Lv+OnnnqqynP18atWrTLXBwwYYP3jH//w3aefQ39Tpd+L9lUAcBuG4QFAA7FPpGlP5Ne5Lvov5fZwJb1fqyQ6jEtXTNOhblot0XkkWnkKnD+kVQ89gaq93LL+K3x9h+Dpe1ZX+QhkP04n9NuLUuhy0v6rz/kPw9NNX1/naPm/hlYTdLlo3bR6Ut3763N1kr//CVB1WJ4uTKDzgvyH4uk5lnQOk1aldFU3rfToPBitEOmCDzqky6bVKj2Hkf4GOgRNN22zTatgWl3Sk9k+//zzZqijfr+66IBNKy9aPdMVAXXT6ppWX/R5+hva+3WzKzyBtGKibdC265A6rb5o9USHYmoVR6uG+pvqPCH9HLWdR0o3fX8d0qmLb+hcJa2aaZVQ26pD67TSZZ8sWKuVWm3S31P7kPY3XTpeh9zp0EqtYOqcJl1YQYde6qbzyPRz2kNFdQU/XUZdv0NdZlwrfPo7aD/QiplWpvSzaP/VVfL0dbXP622l85rsIX/aD+y+oG3TqpR96T8MTyuH+h35/6YA4Bin0xoANBVaWdA/VrXCpJUMrSz400rS3LlzqzxPKzHp6emmIqX/sr98+XJr+vTp1mWXXWYqS0OGDDGb/uu9VlNuueUWa8qUKabKtH379hrbdP7551uDBg2qU/v79etXpZoT6PHHHzdVjOq0b9++0mtoJSEzM7PSYx5++GHruuuuM9USrbhs2bLFd9/tt99uvkOtoq1evdr69ttvrV/84hfmcdq+hQsXVnotrbh17drV6tChg6mGFRQUWL169bI8Ho914YUX1lqx0arHpZdeag0ePNgqLS317T/uuONqragFblrBsb322mvWGWecYSo2+ntpu9T3339vnXjiieZ3ffPNN80+rWzpZ9PHfv7550Hb2bt3b+uOO+4w35lWvQKrWFpB0t9Gq4P+1R/tJ+vWrav0WP2cxx57rBUbG2s9+OCDvv36XY0aNcpq2bKlqZbp87QSpd+xf7VOn6OfQStUSUlJpsIV+F1oWwLp76KVKPXLX/7SVNW03+v7+W92pWvChAk1/nYAEAqEJQBwmAaoF154wSoqKjIHsXogffLJJ1v33nuvbwiT0hD1xBNPWOecc44JCBkZGUGHTR0qHd5WW1i67777zNC56tx5550m4PgPJdQD9sDHZGVlWeedd54ZCuZPh5LNnj3bFy70wP7qq6+23nrrLausrCzoe+bk5FQ6oNfX/OGHH6z6qO6168Iehrd06VLfvpkzZ1oPPPCA9fPPP1dpq4anwBCnn/fZZ5+t9b3y8/OthvDee+9ZixYtqrJfh8X9+OOPvtv2cMyGoH3273//u7ke+A8JAOBWHv2Pc3UtAIA/nejuv1BETXRYVrCJ/wAAoGEQlgAAAAAgCBZ4AAAAAIAgCEsAAAAAEKknpdWlSrdt22ZOXng4J3IEAAAAEN50FpKeLFxPMK6nopBID0salLKyspxuBgAAAACX0PO5dejQocbHRERY0oqS/YWkpaU52hY9CeMnn3wip556aqUTLgLVoc+gvugzqC/6DOqLPoNw7jN6MngtpNgZQSI9LNlD7zQouSEsJSUlmXY43VEQHugzqC/6DOqLPoP6os+gKfSZukzPYYEHAAAAAAiCsAQAAAAAQRCWAAAAACAIwhIAAAAABEFYAgAAAIAgCEsAAAAAEARhCQAAAACCICwBAAAAQBCEJQAAAAAIgrAEAAAAAEEQlgAAAAAgCMISAAAAAARBWAIAAACAIAhLAAAAABAEYQkAAAAAgiAsAQAAAEAQhCUAAAAACIKwFGJfrd4lr66OkpfnbnS6KQAAAABqQFgKsU17D8jCXVEyf/1ep5sCAAAAoAaEpRBrmRxnLnflFTndFAAAAAA1ICyFWEaKNyztzi92uikAAAAAakBYcqiytDuPsAQAAAC4GWHJocpSfnGZHCguc7o5AAAAAKpBWAqxlPgYifZY5jrzlgAAAAD3IiyFmMfjkdRY73XmLQEAAADuRVhygB2WduVSWQIAAADcirDkgNRY7zC83fmEJQAAAMCtCEsOSLErS6yIBwAAALgWYcnJYXgs8AAAAAC4FmHJwWF4VJYAAAAA9yIsOcC3Gh6VJQAAAMC1CEuOzlkiLAEAAABuRVhycjU8huEBAAAArkVYcnAY3p6CYiktK3e6OQAAAACCICw5IDlWxOMRsSyRvQUlTjcHAAAAQBCEJQdEe0TSk7zlJeYtAQAAAO5EWHJIy+Q4c8m8JQAAAMCdCEsOyUiJN5dUlgAAAAB3Iiw5pEVFZYmwBAAAALgTYckhGSl2WGIYHgAAAOBGhCXH5yxRWQIAAADciLDkeGWJsAQAAAC4EWHJ4TlLu/MZhgcAAAC4EWHJ4dXwWDocAAAAcCfCksNzlnbmFYllWU43BwAAAEAAwpLDYam4tFzyikqdbg4AAACAAIQlhyTGRUtyXLS5zvLhAAAAgPsQlhyUkWrPW2JFPAAAAMBtCEsuGIrH8uEAAACA+xCWXLAiHsPwAAAAAPchLDmoZUVY2plLZQkAAABwG8KSg1pVzFliGB4AAADgPoQlB7WuCEvZVJYAAAAA1yEsuaCyxDA8AAAAwH0ISy6oLBGWAAAAAPchLLmksmRZltPNAQAAAOCHsOSCpcOLy8ol50Cp080BAAAA4Iew5KCE2GhplhhrrmfnFjrdHAAAAAB+CEsOY5EHAAAAwJ0ISw5j+XAAAADAnQhLDqOyBAAAALgTYclhrSoWediZR1gCAAAA3ISw5LDWaRXD8HJY4AEAAABwE8KSW4bhUVkCAAAAXIWw5LBWKQnmMjuHsAQAAAC4CWHJJcPwqCwBAAAA7uJIWJoxY4Z07dpVYmJiZODAgbJ8+fJanzN27FjxeDy+7ZRTTpGmtMDDvoISKSotc7o5AAAAAJwKS2vXrpXLLrtMHn74Ydm6dav07NlTxo8fX+vzFixYIEuWLJG9e/eaTQNXU9A8KVZioz3m+q68YqebAwAAAKBCjISYVpE0KJ133nnm9tVXXy1nnHFGjc/RUGVZlhxxxBHS1GiVTKtL2/YXmnMttW+e6HSTAAAAADgRlsaMGVPp9sqVK6VHjx41Pmf+/PlSVlYmHTp0MFWlM888U5599llJT08P+viioiKz2XJycsxlSUmJ2Zxkv79/OzJS4kxY2r43X/q1SXawdXCjYH0GqAl9BvVFn0F90WcQzn2mPm3wWFqycUhxcbH069dPbrrpJlNhqs5DDz0ks2bNkscff1yioqLMsL1BgwbJc889F/Tx9957r0ycOLHK/unTp0tSUpK4zZQVUbJ0b5Sc17VMTsh07OcAAAAAmryCggK58MILZf/+/ZKWlubesHTbbbfJRx99JN99953ExsbW+XmzZ8+Ws88+W3bt2lXnylJWVpZ5fG1fSCiS7MyZM2XkyJG+z3znjGXy5oIt8scRXeX6k7o72j64T7A+A9SEPoP6os+gvugzCOc+o9kgIyOjTmEp5MPwbFopeuaZZ2TevHn1/sJat24tu3fvNoEoPt67mpw/3Rdsv76P0z9OsLa0aeadp7S7oNQ17YP7uKn/IjzQZ1Bf9BnUF30G4dhn6vP+jiwdvn79ehk3bpwJS3379q318eeff758/fXXvttz586VzMzMoIEoHLVKrTjXUi7nWgIAAADcIuSVpQMHDphFHn71q1/JWWedJXl5eWZ/cnKy5ObmSmJiYpW0179/f7nxxhtl8uTJZiidDt+raY5TuIalbMISAAAA4Bohryx98sknsmzZMpkyZYqkpqb6to0bN8qAAQPkgw8+qPKcW265xdx32mmnmZB0zTXXyB133CFNReuKsLSLsAQAAABEbmVJK0rVrSmxYcOGoPu10jR16lSzNUX+w/D0u9FzLwEAAABwliNzlhA8LBWXlcv+A86vPQ8AAACAsOQK8THR0izRO0+LRR4AAAAAdyAsuQSLPAAAAADuQlhy2SIP2bmFTjcFAAAAAGHJPdqkJZjLHfupLAEAAABuQFhyidYVYennHCpLAAAAgBsQllyiTZp3GB5hCQAAAHAHwpJLZFJZAgAAAFyFsOQSmc3ssMScJQAAAMANCEsuqyzpanjl5ZbTzQEAAAAiHmHJZUuHl5RZsqeg2OnmAAAAABGPsOQSsdFRkpESZ64zbwkAAABwHmHJRVjkAQAAAHAPwpIrwxKLPAAAAABOIyy5MCzt2E9lCQAAAHAaYclFMitOTKsr4gEAAABwFmHJRdowDA8AAABwDcKSizAMDwAAAHAPwpJLT0wLAAAAwFmEJRfOWdqVVyzFpeVONwcAAACIaIQlF2mRHCex0R5zfWce85YAAAAAJxGWXMTj8UjrVOYtAQAAAG5AWHKZNs0q5i3lEJYAAAAAJxGWXDpvaQdhCQAAAHAUYcmlK+JxriUAAADAWYQl14YlKksAAACAkwhLLtOGsAQAAAC4AmHJZVozZwkAAABwBcKSSytL2cxZAgAAABxFWHLpnKW8olKzAQAAAHAGYcllkuNjJDU+xlznxLQAAACAcwhLLj4x7fb9B5xuCgAAABCxCEsu1LZ5orncTmUJAAAAcAxhyYXa2ZWlfYQlAAAAwCmEJRdq28yuLDEMDwAAAHAKYcmF2vrmLFFZAgAAAJxCWHKhts1Z4AEAAABwGmHJzcPwmLMEAAAAOIaw5OJheLlFpZJbWOJ0cwAAAICIRFhy6Ylp0xI4MS0AAADgJMKSS7WrONfSNsISAAAA4AjCkku18Z1riUUeAAAAACcQllx/riUqSwAAAIATCEsu1c53riUqSwAAAIATCEsu1bZizhKVJQAAAMAZhCWXLx++jTlLAAAAgCMISy4PS1pZsizL6eYAAAAAEYew5PIFHgqKyySnsNTp5gAAAAARh7DkUolx0dI8KdZcZ5EHAAAAIPQIS+GwfPg+FnkAAAAAQo2wFBbLhxOWAAAAgFAjLLlYG861BAAAADiGsORi7SrOtbSNYXgAAABAyBGWwmD58B05VJYAAACAUCMsuRgLPAAAAADOISyFQWVp2/4DnJgWAAAACDHCkou1be4NS4Ul5bInv9jp5gAAAAARhbDkYvEx0dI6Nd5c37KXeUsAAABAKBGWXK59unfe0tZ9hCUAAAAglAhLLtchPclcbqWyBAAAAIQUYcnl2leca4nKEgAAABBahKUwGYbHnCUAAAAgtAhLLteByhIAAADgCMJSuCzwsLfA6aYAAAAAEYWwFCZzlnIKSyWnsMTp5gAAAAARg7DkcsnxMZKeFGuusyIeAAAAEDqEpbAaikdYAgAAAEKFsBQGWD4cAAAACD3CUhho37zixLSEJQAAACBkCEthgGF4AAAAQOgRlsJoGN4Wlg8HAAAAQoawFAY62JUlhuEBAAAATTsszZgxQ7p27SoxMTEycOBAWb58ea3P+fLLL6VPnz6SkZEhkyZNkkgMS7vyiqWwpMzp5gAAAAARIeRhae3atXLZZZfJww8/LFu3bpWePXvK+PHja3zOzp07ZezYsTJu3DiZO3euvPbaa/L5559LpGiWGCvJcdHmOtUlAAAAoImGJa0iaVA677zzJDMzU66++mpZtGhRjc/RcNSuXTu56667pEePHnL33XfL1KlTJVJ4PB4WeQAAAABCLCbUbzhmzJhKt1euXGkCUE0WL14sI0aMMKFBDRkyRG699dZqH19UVGQ2W05OjrksKSkxm5Ps969vO9o2S5BVP+fJpt15UlLSvJFaBzc61D6DyEWfQX3RZ1Bf9BmEc5+pTxtCHpb8FRcXyxNPPCE33XRTjY/TsNO3b1/f7bS0NNm2bVu1j3/ooYdk4sSJVfZ/8sknkpTkPWeR02bOnFmvx5ft1yJglHy5YKmkZv/YaO2Ce9W3zwD0GdQXfQb1RZ9BOPaZgoKC8AhL99xzjyQnJ9c6Z0kXgoiPj/fdTkhIqPFD3nbbbZUCmIatrKwsOfXUU03QcjrJaicZOXKkxMbG1vl5W75aL19/sloSW7aX0aP7N2ob4S6H2mcQuegzqC/6DOqLPoNw7jP2qDNXh6VZs2bJM888I/Pmzav1C2vRooVZ5MGWm5srcXFx1T5eg5V/uLLp+zj94xxqWzq2TDGX23MKXfMZEFpu6r8ID/QZ1Bd9BvVFn0E49pn6vL8jS4evX7/erGynYcl/eF11Bg8ebFbBs+mCEO3bt5dIktXCO3xw8x4WeAAAAABCIeRh6cCBA2aRh1/96ldy1llnSV5entksyzIlsWATrnTZ8Dlz5sinn35q7n/00Udl1KhREkk6VoSlHTmFnGsJAAAAaIphSRdZWLZsmUyZMkVSU1N928aNG2XAgAHywQcfVHmOnoh28uTJMnr0aLPcuK6gd+edd0okSU+KlZR476jJLSwfDgAAADS6kM9Z0oqSVpGC2bBhQ7XPu+qqq0w1acWKFTJs2DBJSfHO4YkUumx6h/REWbEjVzbvKZDurSPr8wMAAACh5uhqePXVpUsXs0UqHYpnwtLeui93CAAAAODQOLLAAw5v3tKm3YQlAAAAoLERlsJIx5YVYWkPYQkAAABobISlMJKVTlgCAAAAQoWwFJbnWiqodpEMAAAAAA2DsBRGdDU8lV9cJnsLqp6PCgAAAEDDISyFkYTYaGmTlmCuMxQPAAAAaFyEpTCT1cJbXSIsAQAAAI2LsBTG85YAAAAANB7CUpjhXEsAAABAaBCWwjQsbd5LWAIAAAAaE2EpXCtLDMMDAAAAGhVhKUznLG3bd0BKysqdbg4AAADQZBGWwkyrlHiJj4mScssbmAAAAAA0DsJSmImK8viqSwzFAwAAABoPYSmcF3nYQ2UJAAAAaCyEpTCUle49Me3GPflONwUAAABosghLYahjy2RzybmWAAAAgMZDWApDnVt6h+FtICwBAAAAjYawFIY6Z3grSxt354tlWU43BwAAAGiSCEthKCs9SaI8IgXFZZKdW+R0cwAAAIAmibAUhuJioqR9xSIPG3axyAMAAADQGAhLYapzxSIPG3YTlgAAAIDGQFgKU10q5i2xyAMAAADQOAhLYaqTXVliGB4AAADQKAhLYapLhnf58PWEJQAAAKBREJbCfM7Sxt0FLB8OAAAANALCUpjqULF8+IESlg8HAAAAGgNhKYyXD9fApBiKBwAAADQ8wlIY61yxIt5Glg8HAAAAGhxhKYx1bmlXllg+HAAAAGhohKUmscgDlSUAAACgoRGWmsCJaZmzBAAAADQ8wlIY61QxDI/lwwEAAICGR1gKY1ktkiQ6ysPy4QAAAEAjICyFsdhoXT480VxnKB4AAADQsAhLYa5TxSIPGwhLAAAAQIMiLIW5rhWLPKwjLAEAAAANirAU5rq1TjGX63bmOd0UAAAAoEkhLIW5bhWVpbU7qSwBAAAADYmw1EQqS5v2FEhRaZnTzQEAAACaDMJSmGudGi8p8TFSVm7Jpt0FTjcHAAAAaDIIS2HO4/FIt1YMxQMAAAAaGmGpCejayjsUby2LPAAAAAANhrDUBBysLBGWAAAAgIZCWGoCuvkqSwzDAwAAABoKYakJDcPTcy1ZluV0cwAAAIAmgbDUBHRqmSRRHpHcwlLZmVfkdHMAAACAJoGw1AQkxEZLVoskc31tNkPxAAAAgIZAWGoiumawyAMAAADQkAhLTWyRh3Us8gAAAAA0CMJSE9GtNedaAgAAABoSYanJLR9OWAIAAAAaAmGpiehacWLarfsOSGFJmdPNAQAAAMIeYamJaJkcJ80SY0VPs8S8JQAAAODwEZaaCI/HI90r5i2tzs51ujkAAABA2CMsNSE9MyvC0s/MWwIAAAAOF2GpCenROtVcrvqZyhIAAADgWFgqLS2V8ePHV9r32GOPybRp0w67UTg0PTO9YWl1NpUlAAAAIKRhqaioSC655BJzPTo6Wt54441K97/44ovy008/HXajcHjD8DbuzmdFPAAAACCUYUkD0owZM3wLCiQmJvrue+edd2T79u1y8803H26bcIhapcabFfHKLZE1VJcAAACA0IWlmJgYiY2N9d3WwKT27dsnEyZMkPvuu0/atGlzeC3CIdPfw7fIAyviAQAAAKGds2QHJNuuXbvknHPOkWOPPVZuuOGGw2sNDluPinlLq1gRDwAAADgsMXV50CuvvCLx8fFm2F1xcbF8+umnkpKSInl5eXLEEUfIuHHj5NFHHz28lqBB9LIXeWBFPAAAAKDxw5LORyooKJCoqCg5cOCA/PWvf5Xdu3dLYWGhpKeny6hRoyoNz4NzelQMw6OyBAAAAIQgLL377ru+661atZLZs2eb6xkZGfLAAw/IlVdeKRdffLGZswR3LB++eW+BHCguk8S4aKebBAAAADTtOUs7duyoMmdJK02XXnqpzJ07V95++2158MEHG6eVqLOMlHhpkRwnFiviAQAAAKEJSyeffLKcdNJJUl5eXuW+du3ayXvvvScPP/ywzJs37/BahMPWo7U9FI95SwAAAECjh6WFCxfKZZddZobejRw5UrZu3SqlpaW++7t37y5/+ctfzBLicMdQvFUsHw4AAAA0flhKSEiQ3/3ud7J06VI56qij5LPPPjOr4fnTuUs6XG/Pnj2H3iIcNvtcS6t2EJYAAACARl3godITYmLkkUceMddPPPHESvdp1WnWrFnSokWLQ24QDh/nWgIAAAAcOCmtevbZZ+X5558351vS61OnTjX7n376abnooovq9Bp6MtsuXbrIhg0b6vT4sWPHmsUl7O2UU045lKZH1DC8rfsOSF7RwaGSAAAAABq4spScnGyG4ZWUlMicOXPk9ttvl1//+teVlhPX4Xd6/qWZM2fWKSiNGTOmzkFJLViwQJYsWSIdOnQwtzmvU/V0NbzWqfGSnVskK3fkytGd0p1uEgAAANA0w1LXrl1NUBk3bpxZDU8rO9OmTav0mCuuuEIuv/xyM5+pNhdccIFceOGF8u2339apkbqYhGVZcsQRR9Tp8RDp0zZNsnN3yvLtOYQlAAAAoLGG4dnnVvI/x1J+fr4JPbpc+EcffSR/+MMf5NZbb63Tm06ZMkWuv/76Ojdy/vz5UlZWZqpKWuXS9927d2+dnx+Jerf1DsXTsAQAAACgkRd40OqOrbi4WHr27Ck7d+6Uxx9/XFatWiWvv/56lUUfgtG5SvWxYsUKOfLII8376Ilwx48fL7fddps899xzQR9fVFRkNltOjjcw6DBC3Zxkv39jt6Nnq2RfWHL6MyM8+gyaDvoM6os+g/qizyCc+0x92uCx/BNQNbp162aqQQ888IBMmjRJRowYUWV58A8//NAsLa5D6/ScS3V6c49H1q9fL507d5b6mD17tpx99tlm7lMw9957r0ycOLHK/unTp0tSUpJEgu0FIg8vjpH4KEseHlImUQeLggAAAEDEKigoMFOC9u/fL2lpaYcflo4//nhJTEyUwsJCefnll2XIkCEyaNAg3/0pKSny3nvvyV133WWqQG+99VajhiV9jz59+pj2xMfH16mylJWVZcJVbV9IKJKsLoKhJ/ZtzEUqSsrK5cj7PpOSMks+vfFE6dQiMkJiUxSqPoOmgz6D+qLPoL7oMwjnPqPZQE95VJewVKdheN98802VCo29hLcu+GDnrWuuuUY6depk5hOlpzfcogLnn3++/PGPf/QN8Zs7d65kZmYGDUpK9we7T38Yp3+cULVFX1qXEP9pW46s2XlAumc2a7T3Qmi4qf8iPNBnUF/0GdQXfQbh2Gfq8/51nrOkoUirS1qxGTZsmNl04QX/N2vbtq0599KhBiVNefoegR+gf//+cuONN8rkyZNNdUjnK1199dWH9B6RtiKehiWdt3TaEW2cbg4AAAAQVuoUlm666SZzniWl51hSWj269NJLTSXJpo/57W9/e8iNGTBggDz55JOVzuGkbrnlFjNc77TTTpPU1FRTwbLbgZrDkmJFPAAAAKCRwpKGIB3WFh0d7RveNnz4cLOow7XXXut7nC7u8NNPP8mbb75ZpzcPnC5V3UlqtdI0depUs6Hu+rTxLh++Ykeu000BAAAAmmZYevDBB83lo48+Kvfcc4+5npuba5YKP++888xiC0rPtxR4slo4X1natKdAcgtLJDWBMcUAAABAg56U1q4C+QchHQ736quvVlpB4vTTT5d//etfdX5zNK705Dhpk+YdPrmS6hIAAADQOGFJV77TKlLgKnXt27ev3zsipPq09Q7FY94SAAAA0EhhCeGpt73IA5UlAAAAoF4IS00cK+IBAAAAh4aw1MT1rQhLK7bnSll55dUHAQAAAFSPsNTEdclIlqS4aDlQUibrduY53RwAAAAgbBCWmrjoKI/0a+etLi3Zut/p5gAAAABhg7AUAfq1a2YuCUsAAABA3RGWIkD/9t6w9NNWFnkAAAAA6oqwFAH6d6gIS9v2SzmLPAAAAAB1QliKAF0zkiUhNkryi8tk3a58p5sDAAAAhAXCUgSIiY7yLSGu1SUAAAAAtSMsRdi8pSVbCEsAAABAXRCWIkS/irC0lMoSAAAAUCeEpQhcEY9FHgAAAIDaEZYiRI/WKRIfEyW5RaWycU+B080BAAAAXI+wFEGLPPSuWORhKSenBQAAAGpFWIog/dsTlgAAAIC6IixF4LylH1kRDwAAAKgVYSmCHJnV3Fz+uGWflLHIAwAAAFAjwlIE6dE6VZLjoiW/uEzWZOc53RwAAADA1QhLESQ6yiP9O3iH4v2wea/TzQEAAABcjbAUYQZmpZvLHzbvc7opAAAAgKsRliLMwCxvZWnRJsISAAAAUBPCUoRWllb9nCv5RaVONwcAAABwLcJShGnTLEHapCWILoa3hPMtAQAAANUiLEWggRVLiDNvCQAAAKgeYSkCDexYEZaYtwQAAABUi7AUgagsAQAAALUjLEWg/u2bSZRHZEdOoezYX+h0cwAAAABXIixFoOT4GOmZmWquc3JaAAAAIDjCUoQaVDFvifMtAQAAAMERliLUUR2951tasJHKEgAAABAMYSlCDe7cwlwu2bJfCkvKnG4OAAAA4DqEpQjVqWWSZKTESXFZOSenBQAAAIIgLEUoj8cjx3TyVpcWbGAoHgAAABCIsBTBjulcMW9pwx6nmwIAAAC4DmEpgh1TMW9p4aa9Ul5uOd0cAAAAwFUISxGsX7s0SYiNkn0FJbJ2Z57TzQEAAABchbAUwWKjo2Rglvd8SywhDgAAAFRGWIpw9iIP3zFvCQAAAKiEsBTh7EUeFlJZAgAAACohLEW4ozqli8cjsnF3gWTnFDrdHAAAAMA1CEsRLi0hVnplpprr33G+JQAAAMCHsAQ5tot33tK363c73RQAAADANQhLkOO6tTSXc9cSlgAAAAAbYQkypIs3LK3OzpNdeUVONwcAAABwBcISpEVynPRu4523NG8d1SUAAABAEZZQaSgeYQkAAADwIizBGNqVeUsAAACAP8ISfCvi6fmW1u7M53xLAAAAAGEJtuZJcdKnTZq5Pm/9HqebAwAAADiOsAQflhAHAAAADiIswee4inlL37LIAwAAAEBYwkGDu7SQKI/Iul35smM/85YAAAAQ2QhL8GmWGCv92zcz179es8vp5gAAAACOIiyhkmE9WpnLr1bvdLopAAAAgKMIS6hkWI8Mc/n16l1SXm453RwAAADAMYQlVDKoY7okxUXL7vxiWb4jx+nmAAAAAI4hLKGSuJgo36p4X61m3hIAAAAiF2EJ1Q7FY94SAAAAIhlhCVUM6+ld5OG79XvlQHGZ080BAAAAHEFYQhVdM5KlffNEKS4rl2/Xc4JaAAAARCbCEqrweDx+Q/GYtwQAAIDIRFhCjedbmr2KeUsAAACITIQlBHVC95YS5RFZnZ0nW/cdcLo5AAAAQMgRlhBU86Q4ObpTurk+a0W2080BAAAAQo6whGqN6N3aXM5a/rPTTQEAAABCjrCEap3cO9Nczlm7WwqKS51uDgAAABBShCVUq2dmincJ8dJy+WYNS4gDAAAgshCWUOMS4if3qRiKt5J5SwAAAIgsjoWlXbt2SZcuXWTDhg11evyXX34pffr0kYyMDJk0aVKjtw9eJ/nmLWWLZVlONwcAAABo2mFJg9KYMWPqHJR27twpY8eOlXHjxsncuXPltddek88//7zR2wmRoV1bSmJstOzIKZRl23Ocbg4AAADQtMPSBRdcIBdeeGGdH6/hqF27dnLXXXdJjx495O6775apU6c2ahvhlRAbLSd0z/BVlwAAAIBIEePEm06ZMsUMwbvhhhvq9PjFixfLiBEjzBwaNWTIELn11lurfXxRUZHZbDk53opISUmJ2Zxkv7/T7aiP4T1byqfLf5aZy3bIVb/o7HRzIk449hk4iz6D+qLPoL7oMwjnPlOfNngsByeiaPhZv369dO5c8wH4OeecI0OHDpUJEyaY2/n5+abStH///qCPv/fee2XixIlV9k+fPl2SkpIaqPWRY3+xyD0Lo8USj0w8qlSaxzvdIgAAAODQFBQUmFFumiXS0tLcV1mqr5iYGImPP3iEnpCQYD5kdW677Ta56aabKlWWsrKy5NRTT631CwlFkp05c6aMHDlSYmNjJVzM2DlfFm7aJ6Vtj5DRQzs63ZyIEq59Bs6hz6C+6DOoL/oMwrnP2KPO6iIswlKLFi3MIg+23NxciYuLq/bxGqz8w5VNfxinfxw3tqUuTu/f1oSlmcuz5Yph3ZxuTkQKtz4D59FnUF/0GdQXfQbh2Gfq8/5hcZ6lwYMHm1XwbIsWLZL27ds72qZIM6pfG3M5f/0e2Z13cD4YAAAA0FS5KixpSSzYhCtdNnzOnDny6aefmvsfffRRGTVqlCNtjFRZLZKkX7s0KbfELPYAAAAANHWuCksDBgyQDz74oMp+PRHt5MmTZfTo0ZKZmSkrV66UO++805E2RrLTKqpL/1u6w+mmAAAAAI3O0TlLgQvx1XSS2quuuspUk1asWCHDhg2TlJSUELQQ/k7v30aemLlK5qzZLTmFJZKWwBhlAAAANF2uqizVRs/NdPrppxOUHNK9dap0a5UsxWXl8vkKTlALAACApi2swhKcd9oR3qF4Hy7Z7nRTAAAAgEZFWEK9nNG/nbn8fOVOMxQPAAAAaKoIS6iXPm1TpXvrFCkuLZePWegBAAAATRhhCfXi8Xhk7JHe6tJ7i7c53RwAAACg0RCWUG92WPpm7W7ZxQlqAQAA0EQRllBvnTOS5cgOzaSs3GKhBwAAADRZhCUckjPtoXg/MBQPAAAATRNhCYccljwekQUb98rWfQecbg4AAADQ4AhLOCSZaQlybJcW5vqMH7Y63RwAAACgwRGWcMjOHtTBXP574RaxLMvp5gAAAAANirCEQzZ6QFtJjI2WdTvzZdHmfU43BwAAAGhQhCUcspT4GDm9fxtz/a0FW5xuDgAAANCgCEs4LL852jsU77+Lt0lhSZnTzQEAAAAaDGEJh2Vol5bSIT1RcotK5eOfdjjdHAAAAKDBEJZwWKKiPHLOUd7qEkPxAAAA0JQQltBgQ/HmrN3FOZcAAADQZBCWcNiyWiTJcV1biq4e/uZ3m51uDgAAANAgCEtoEBce29FcvjF/k5SUlTvdHAAAAOCwEZbQIEb1ayMZKXGSnVskny3/2enmAAAAAIeNsIQGERcTJecdk2Wu/3PeJqebAwAAABw2whIazLghHcXjEfl6zS5Zvyvf6eYAAAAAh4WwhAZd6GF4z1bm+vRvNzrdHAAAAOCwEJbQoH47tJO5fGvhFiksKXO6OQAAAMAhIyyhQQ3v1VraN0+UfQUl8s6irU43BwAAADhkhCU0qOgoj1x2Qmdz/aWv14ulJ18CAAAAwhBhCQ3uvMFZkhwXLauz82T26l1ONwcAAAA4JIQlNLi0hFg5f7D3JLVTv17vdHMAAACAQ0JYQqPQoXhRHpHZq3bKqp9znW4OAAAAUG+EJTTaMuKn9m3jm7sEAAAAhBvCEhrN+GFdzOV/Fm2V7JxCp5sDAAAA1AthCY3m6E7pckyndCkuLZcpX61zujkAAABAvRCW0Gg8Ho9ce1J3c/21bzfJ3vxip5sEAAAA1BlhCY1qeM9W0q9dmhQUl8m0bzY43RwAAACgzghLaPzq0ghvdenlOeslt7DE6SYBAAAAdUJYQqM7rV8b6dYqWXIKS+Wf8zY53RwAAACgTghLaHRRUR65Zri3uqQLPeQVlTrdJAAAAKBWhCWExK8GtpOuGcmyJ7+Y8y4BAAAgLBCWEBIx0VHyp5E9zfUps9fJvgJWxgMAAIC7EZYQMmP6t5XebVIlt6hUnp/NeZcAAADgboQlhHTu0p9P7WWuvzxng2TnFjrdJAAAAKBahCWE1Cl9WsuRWc3lQEmZ/G3WGqebAwAAAFSLsISQn3fpltO81aXXvt0ka7LznG4SAAAAEBRhCSF3fLcMOaVPppSVW/LQh8udbg4AAAAQFGEJjrhtdG+JifLIZyuy5evVu5xuDgAAAFAFYQmO6NYqRX47tJO5fv8Hy0yVCQAAAHATwhIcc8PJPSQtIUZW7MiVN77b5HRzAAAAgEoIS3BMenKc/OkU74lqH/3fStmdV+R0kwAAAAAfwhIcdfFxnaRP2zTZf6BEHv5ohdPNAQAAAHwIS3BUTHSU3P/rfub6Wwu3yIINe5xuEgAAAGAQluC4ozu1kPOPyTLX73x3qZSUlTvdJAAAAICwBHe45fTe0jwp1iz28MLsdU43BwAAACAswR1aJMfJ3WP6mutPfbpaVv2c63STAAAAEOEIS3CNswa1l5N6t5bisnKZ8O8fpZTheAAAAHAQYQmu4fF45IGzjpDU+BhZvHmfvDRnvdNNAgAAQAQjLMFV2jZLlDvH9DHXH/9klazcwXA8AAAAOIOwBNc575gsGdGrlRSXlsv1ry+SwpIyp5sEAACACERYgiuH4z36myMlIyVOVv6cK4/8j5PVAgAAIPQIS3ClVqnx8thvjjTXp83ZIJ+vzHa6SQAAAIgwhCW41ojereXS4zub6zf/a7Fs23fA6SYBAAAgghCW4Gq3nt5b+rVLk935xXLNa99LUSnzlwAAABAahCW4WkJstDx70dHSLDFWfti8T+777zKnmwQAAIAIQViC63VsmSRPXjBQPB6Rf87bJG8v3OJ0kwAAABABCEsICyN6tZYbTu5hrt/+zhJZsmW/000CAABAE0dYQti4/qQe5vxLRaXlcsUr37HgAwAAABoVYQlhIyrKI0+NGyS9MlMlO7dILn/5O8ktLHG6WQAAAGiiCEsIK2kJsfLSZYPNeZhW7MiVa6cvktKycqebBQAAgCaIsISw0755orx0yWBJjI2W2at2yl0zloplWU43CwAAAE0MYQlhqX+HZvL0uEFmhbzX52+Whz5aQWACAABAgyIsIWyN7JspD5/d31x/YfY6efqzNU43CQAAAE0IYQlh7fzBHeXuMX3N9cmfrpIps9c53SQAAAA0EYQlhL3LT+wiE0b1Mtcf+HC5TP16vdNNAgAAQBPgSFhaunSpDB48WNLT02XChAl1mmsyYMAA8Xg8vm38+PEhaSvCw7Ujusu1I7qZ6/f9d5n8bdZqp5sEAACAMBfysFRUVCRnnnmmHH300bJgwQJZtmyZvPzyyzU+p6CgQNauXSvZ2dmyd+9es/3f//1fyNqM8HDzqb3kxlN6muuPf7JKHvkfiz4AAAAgjMLSRx99JPv375dJkyZJt27d5MEHH5SpU6fW+JxFixaZylKrVq2kefPmZktMTAxZmxEetOJ4wyk95I7RfcztZ79YK3fP+EnKyglMAAAAqL8YCbHFixfL0KFDJSkpydzWEKTVpZrMnz9ftmzZYsJSSUmJjBs3Tp588kmJj4+vtnqlmy0nJ8dc6nN1c5L9/k63oym79LgsiY8Ruef95fKPeRtl274CmXRuf0mKC3l3bxD0GdQXfQb1RZ9BfdFnEM59pj5t8FghHqf05z//WQoLC+WZZ57x7dMQtGrVKjOHKZirrrrKVKPuvfde2bdvn1x00UVmztKtt94a9PH6uIkTJ1bZP336dF9IQ9O3aLdH/rk6Skotj2QlW/L73mXSLM7pVgEAAMBJOsXnwgsvNPkiLS3NXWHplltuMWlOh+HZsrKyZN68edK+ffs6vcarr74qTz/9tJnzVNfKkr7Hrl27av1CGpt+9pkzZ8rIkSMlNjbW0bZEgu837ZOrXlskewtKpF2zBHnuokHSp22qhBP6DOqLPoP6os+gvugzCOc+o9kgIyOjTmEp5OOSWrRoYVbD85ebmytxcXX/J//WrVvL1q1bq71fh+cFG6KnP4zTP44b29KUHdutlbx77Qly2bTvZN2ufDn3hW/lobP7y9lHdZBwQ59BfdFnUF/0GdQXfQbh2Gfq8/4hX+BBlwyfO3eu7/b69etNFUhDVHWOO+442bx5s++2Pr9Tp06N3lY0DZ1aJst/rjlehvdqJUWl5XLTvxbLXe8uleLScqebBgAAABcLeVj6xS9+YUpf06ZNM7d1NbxTTjlFoqOjzXyksrKyKs/p16+fXHnllfLtt9/KK6+8Ik888YRcffXVoW46wljzpDh56ZLBcsPJPcxtXfjh3Ofnysbd+U43DQAAAC4V8rAUExMjL774olx33XVmrOCMGTPkkUceMffpAg9Lliyp8pzHH3/cDKsbMWKE3HPPPfLYY4/JJZdcEuqmI8xFRXnkxpE95aVLj5G0hBhZvHmfjH7qK3lrwWbOxwQAAIAqHFlLeezYseYkswsXLjTLiLds2dLsr+6AVc+r9M4774S4lWiqTuqdKR/eMMwMx5u/fo9M+PeP8vnKbHng1/0lPZnl8gAAAOBQZcnWpk0bOeOMM3xBCQilDulJ8vrvh8qEUb0kJsojHy7ZIadM+lJm/LCVKhMAAACcDUuA06KjPHLtiO5m8YeemSmyO79YbnjjB7ns5e9ky94Cp5sHAAAAhxGWEPEGdGgu//3jMLlpZE+Ji46SL1bulFMnz5bnv1wrRaVVFxwBAABAZCAsASISFxMl15/cw8xlGtK5hRQUl8lDH62QkZNmy0dLtjM0DwAAIAIRlgA/3VunyBt/GCqP/WaAtE6Nl017CuTq176X81+YJz9u2ed08wAAABBChCUgyBLj5x6TJZ/fPFyuP6m7xMdEmVXzxv5tjvz+1QXy07b9TjcRAAAAIUBYAqqRHB8jN53aS2bdPFzOGtRePB6Rmct+ljOe/lqu/McCWbYtx+kmAgAAoBERloBatG+eKJPPHygzb/yljD2ynQlNH//0s4x++iu5+KX58vXqXcxpAgAAaIIIS0A95jM9PW6QfPynX8gZA9pKlEdk9qqd8tup38rpT30lby/cIoUlrJ4HAADQVBCWgHrqmZkqz1x4lJnTdOnxnSUpLlpW7MiVP7+1WIY+9Jnc999lsiY71+lmAgAA4DARloBD1Kllstw7tp/MvfVk+ctpvaRtswTZV1AiU79eL6dMmi3nPveNqTblF5U63VQAAAAcgphDeRKAg5olxco1w7vLlb/oZoblTZ+/SWatyJbvNuw12x3vLpGT+2TKmQPayfBerSQhNtrpJgMAAKAOCEtAA4mO8siI3q3N9nNOoby1YLO8/f1WWb8rXz74cbvZUhNi5NS+bWRk30wZ1iPDrLgHAAAAd+JIDWgEmWkJct1JPeTaEd1l6dYceW/xVvnvj9tl+/5Cefv7LWaLi4mS47u1NFWnk3u3lnbNE51uNgAAAPwQloBG5PF4pH+HZma77fQ+smDjXvlo6Xb5bHm2bNpTIF+s3Gm2u0Skd5tUOa5bSzmhW4YM6dpC0hJinW4+AABARCMsASESFeWRIV1amO3uMX1lTXaezFz+swlO32/aa1bU023anA1mWfIBHZqbytPADmmSX+J06wEAACIPYQlwqOLUIzPVbLo4xO68Ipm7brd8s3a3fLNml2zYXSA/bN5nNq8YmbL+azmqUwsZ1LG5HNUxXXpmpkhMNAtaAgAANBbCEuACLVPiZcyAdmZTW/cdkLlrd5vt+417ZP3uAt+m851UfEyUGbrXt12a9GmbJn3bpknvtmmSwqIRAAAADYKjKsCF2jdPlN8c3cFsJSUl8taMD6VVn8Hy49ZcM2Rv8eb9kldUKou37Debv04tk8yJc7u1SpGurZLNZbdWydI8Kc6xzwMAABCOCEtAGEiOFRnes5WM7OetPJWVW7Jxd74s354ry7bv915uy5EdOYWycXeB2WbKz5Veo2VynC88dWyZJB3SdUuUrPQkyUiJM0MDAQAAcBBhCQjTczp1NZWjFDljQFvf/j35xbJ8e46s/jlX1u3Kl7U782TdznyzZPnu/GKz6YlyA+mQPg1OGqCyWiSaZczbpCVI69QEyUyLl9ZpCZKWEEOgAgAAEYWwBDQhLZLj5ITuGWbzl19Uak6Oq+Fp7c582bK3QLbsOWAut+cUSlFpudmvW3USYqPM+aMyUxOktQao1ARpmRJn3jM9Kc53XStYuuy5rv4HAAAQzghLQARIjo+RI9o3M1ug4tJy2b5fg5M3POnl1r0HJDu3SH7OKTRbTmGpFJaU+4b41aXylZ4Ua8KTbs0T4yQtMcaEqLTEWFOl8l5W3Pa7LzkumgoWAABwBcISEOHiYqKkU8tks1XnQHGZZOdqcDoYoHbmFplhf3sqhvftLSiWPXnFkltUauZU7corNlt9aUEqNSHWrOqXFBctSfExJkAlxcVIcnzFpf/+IPfr8xJidYuS+BjvZUJMNNUuAABQL4QlALVKjIuuNVDZikrLZF9BiezOs4NUkeQcKDHVKe9lieQcKK24rLy/pMyScktk/4ESszW0uOgoidfgFBtt5mnZgUqDlP8++zG6X6/r8zRUxkZ7zPXYGP99UQH7PN59fvf5rvu9BtUzAADcj7AEoEFpJSczTbeEej3PsiwzdyqnIijlF5dJQVGp97K4VPKL/C5LSqWgqEzyi/0ui8vM3Cy91McVlZRLYWmZCWC24rJys+UWlorTNDTZASomyhuidPii7ouJ8rse7TG39TG+6xWP0cvYisea6xWvESWWbNwUJas+WyPxsTGVXsP7GO9r2ddj/V7TvJa+RuClRx/jkWiP9zFVNr0/KkqioqTypcd7EmYAAMIRYQmAK+gBtbfSE21W32soOiSwsKTMbBrGvNe9QcreV2Tvq3hcodnnfYxelmjIKvVeFpWVS0nFdQ1eJaVWkH3eS+9zLHNd2+FP95eUabArk8YRJZ9uXSduYIep6kKWfT1YODOXfvuDPa9KaAvyvCi/5+h9ukVHiW+/2Weue9ur181j7P36WN/z/C8Pvobe1lzoe59Kr33we9C+bl+39/u/tnmM7q/UXu/jCJ4AEFqEJQBNmh5g6gIXujlJw1JgmNKgVVzmrX6V6lZeLqXlftfNpd4ul5JyS8rKveFL9/uu+z+nzHu9qKRU1qxdL1mdOkmZ5TGP1fsrv0bAe1Vc1zaWW/q4ik2v6/v57dPHltuXlvfSsmr+7GViiTRWLowgdhjzhrmD1wND4MHHHAx1gaHMDod6W193354oeTN7gak2HgxzB0NdpTBXEeDsIGi/rl1J9IVRv8faYc/3vIqg6btuB8mK/f6P9b5nsPfzf8+Dn9F+rB1g/R9b9T39vxu/9tuvY4di/9fwC8H2df/3pKIKNB2EJQAIAW/lw1s5a2wlJSXy4YdrZfToPhIbGyuhoOGprJaQVSlsacgyc9S8twMf432eVuTEd6mhLvB5dmiry/vqPn28Fvns6/Z+DXuVH6P3iS846qXvurap4vbBz+0dSur/Gt7LwNfwvo//92Xeu+J6bfSxpfqfOjy2/qJkdc6eRnjdyHUwUFYOWcEDmjfkevzDqX9IrOl5VYLowecdfL738Rrh7KBX6XbF43RHYJi0X1sf7QuCVrls2BAlP/5vpcREe1cx9b7XweBb6bUrFtip7rWD3pa6Pc770pUDvD478LsLvO0fjiu/V+A/ABx8nP09+Adp/++lpkvf6/u11X5tuBdhCQBw2MxBg+g8KKdbEt58Qa0iaB0MVP5BrHIACwxiVYKZ/2PsoFfpcZYUl5TKwu8XyYAjB4onKsrved738q82erOa9/XtwGhfN+30u8881i+QHnwtb7is/nUOtl332Y/VKYi+5/m1zfcaFe9X5XkB7ba/00rP8wvA9mPtz2I/ti6BttLvWfE6jRNu3SBKvti+0elGNAl1CYym4hoQICvdXxG67LDoH5ADQ2+l234BTnyPqf59PP7v5R/MK4bUV2Tuyu3SHZYl27dFSd9j86VHm+YSLghLAAC4LHSG+i9nrUZamywZfWTbkFUjw1XlkFU1tNnBtlLICghhVUJekODnfZ2D+30Brtbg5//4irAWEAo1upnn2O30fa7Kz7OC3TYh0JLS0nJZs3atdOna1Rwgez/vwcd5X9fveyg/eNt+HytomwJu+wfvai79X9fk0oAgfPBzVHzGiiptTa/re17F57V/P99t32eo+rqHwvdbeXuZNF1RZsXccEJYAgAAqCN7XlW0+afyyOUd7rtaRo/qScD24x/M7GAVGKq8gS4gZOv/qgl4gfsDH2+/fqVwavKWfbvq8wLbKPbzTaitHGgtv9t2oKsSMit9dv/3qXi+mRdbJj8tWybtmydKOCEsAQAAAA3AN3crwsN0tQF770/SKjVewkmU0w0AAAAAADciLAEAAABAEIQlAAAAAAiCsAQAAAAAQRCWAAAAACAIwhIAAAAABEFYAgAAAIAgCEsAAAAAEARhCQAAAACCICwBAAAAQBCEJQAAAAAIgrAEAAAAAEEQlgAAAAAgCMISAAAAAARBWAIAAACAIAhLAAAAABAEYQkAAAAAgoiRCGBZlrnMyclxuilSUlIiBQUFpi2xsbFONwdhgD6D+qLPoL7oM6gv+gzCuc/YmcDOCBLpYSk3N9dcZmVlOd0UAAAAAC7JCM2aNavxMR6rLpEqzJWXl8u2bdskNTVVPB6P40lWQ9vmzZslLS3N0bYgPNBnUF/0GdQXfQb1RZ9BOPcZjT8alNq1aydRUTXPSoqIypJ+CR06dBA30U7idEdBeKHPoL7oM6gv+gzqiz6DcO0ztVWUbCzwAAAAAABBEJYAAAAAIAjCUojFx8fLPffcYy6BuqDPoL7oM6gv+gzqiz6DSOkzEbHAAwAAAADUF5UlAAAAAAiCsAQAAAAAQRCWAAAAACAIwhIAAAAABEFYCqGlS5fK4MGDJT09XSZMmGDOHgzMmDFDunbtKjExMTJw4EBZvnx5rf3lyy+/lD59+khGRoZMmjTJwdbDaaeddpq8/PLLtfaLf//739KpUydztvLXX3/dodbCabfccouceeaZvtv8OYPqvPjii5KVlSVJSUkyfPhwWbdundlPn0GgXbt2SZcuXWTDhg2+fYfaT1z5d5WuhofGV1hYaHXu3Nm68sorrTVr1lijR4+2XnrpJaebBYdpX0hPT7fefPNNa8eOHda5555rHX/88TX2l+zsbCstLc2aOHGitWrVKuuoo46yZs2a5fRHgQP++c9/6t8+1rRp02rsF0uWLLHi4uKsKVOmWD/++KPVvXt3a8WKFU43HyG2ePFiKyUlxVq7dq25zZ8zqI72h6ysLGvhwoXWxo0brcsvv9waNmwYfQZV7Ny50zr22GPN30Xr1683+w61n7j17yrCUoi888475qA4Pz/f3P7hhx+sE044welmwWHvv/++9fzzz/tu6x8YiYmJNfaXyZMnW71797bKy8vN7Xfffde66KKLHPoEcMru3butzMxMq1evXiYs1dQvbrjhBmvUqFG+5z755JPWHXfc4VjbEXplZWXmgOauu+7y7ePPGVTnrbfeMv94Z/v666+ttm3b0mdQxcknn2w99dRTlcLSofYTt/5dxTC8EFm8eLEMHTrUlLPVgAEDZNmyZU43Cw4bM2aM/OEPf/DdXrlypfTo0aPG/qL3jRgxQjwej7k9ZMgQWbhwoUOfAE7585//LGeddZbpJ7X1C73vpJNO8j2XPhN5nnvuOVmyZIl07txZ3nvvPSkuLubPGVSrb9++MmvWLPnhhx9k//798ve//11GjhxJn0EVU6ZMkeuvv77SvkPtJ279u4qwFCI5OTlmPKdNO0l0dLTs3bvX0XbBPfTg5YknnpCrrrqqxv4SeF9aWpps27bNoVbDCZ9//rl89tln8uijj/r21dQv6DORLS8vT+655x4zN3Ljxo0yefJkOfHEE/lzBjWGpd/85jcyaNAgad68ucydO1cef/xx+gyq8P/NbYfaT9zahwhLIaKT9+Pj4yvtS0hIkIKCAsfaBHfRg5nk5GQZP358jf0l8D76UWQpLCyUK6+8Up599llJTU317a+pX9BnItt//vMfyc/PNyF74sSJMnPmTMnNzZWXXnqJP2cQ1Pz58+X999+XefPmyb59+2TcuHEyevRo/m5CnRxqP3FrHyIshUiLFi1k586dlfbpX1ZxcXGOtQnuocMdnnnmGZk+fbrExsbW2F8C76MfRZb77rvPrDB0xhlnVNpfU7+gz0S2LVu2mCExuvKUfUCiw2L0IJg/ZxCMrkJ2wQUXyLHHHivNmjWT+++/X9auXcvfTaiTQ+0nbu1DhKUQ0YMbLWPb1q9fL0VFRaZjILJpX9B/tdOwpEMfausvgfctWrRI2rdv70jbEXoaqHW5eR0ao5vevuaaa+SVV16ptl/QZyJbhw4d5MCBA5X26XC8J598kj9nEFR5eblkZ2dXOmi1qwL0GdTmUI9hXNuHnF5hIlKUlJRYrVq18i2dOH78eGvMmDFONwsOKygosPr27Wv9/ve/t3Jzc31bcXFxtf1Fl+lMSEiwZs6caR532mmnWdddd53DnwShsnnzZrPikL2dc8451mOPPVZjv9CViJKTk81SrNq/Bg4caD3++ONOfxSEyK5du8xSvc8++6zpP7pylfaVTZs28ecMql0NLykpyZo0aZL12muvWSNGjLA6derE302olv9qeDUd84bj31WEpRCaMWOG+cOnZcuWphP99NNPTjcJDtMlM/UPmMBN/8Cpqb/oQU9sbKxZmrNLly7mHE2ITJdccolZOry2fnH77beb81foQfPRRx9tgjoihy79PHToUHNqgq5du1rvvfee2c+fMwhGl3X+61//anXs2NH0gUGDBlnff/+9uY8+g9rC0uH0Ezf+XeXR/zhd3YokO3bsMMsg6vjxli1bOt0chHF/0bL2ihUrZNiwYZKSkuJYG+EuNfULXbp169at8stf/tIV48DhDvw5g/qiz6Ax+4nb/q4iLAEAAABAECzwAAAAAABBEJYAAAAAIAjCEgAAAAAEQVgCAAAAgCAISwAA1ysuLq7x/jfffFO++OILc33z5s3y2muv1fs9Vq5cKYWFhYfcRgBA00NYAgC4gi4l+/bbb/tuL1++XCZOnGiud+rUSb7++utqn/vYY4/J999/b65v27ZNrrnmGnN90qRJ8sgjj1R5vC5NG+jaa6+VBx54oNr3KCsrk7/+9a/mTPSXX365PPnkk2ZZ3BdffNHcf9xxx5kzzgMAmg7CEgDAFTZt2iQXX3yxOb+Gev/99yU7O9tc1/NwtGrVyldl8j/rhT5Pg9Vll11mbqenp8uBAwfM9eHDh8u9995bKcRo2Bk1apT8/e9/9+3T9/nuu+/khhtuqLZ90dHR5nG33XabxMTEmPN//O1vfzOXO3fuNGGte/fuDf69AACcQ1gCALiCnoBQqzMfffSRuT19+nR54403JCMjw1Sd9D49sWFycrIvUKlnn31WRo8ebUKSatGihZSUlJghdUcddZQJXQMGDPA9Pj4+3rzuhAkTZP78+WbftGnTJD8/34Sd5s2b+zZ9zS1btviG9w0ZMsRUufT9f/rpJ1Nt0hD12WefmftSU1PNY0tLS00bAADhjbAEAHCN9957T8aPHy+ffPKJ5OXlya5du8zWrl07Uz3avXu3CSEdOnQwj9fbzz//vGRmZvpeQwOOx+MxAUtDzLx580wl6csvv/Q95oQTTpC//OUvcsstt0hBQYFMnjxZvvnmG9m3b59vmzJlinTs2NH3Xno2+lmzZpkQ9+GHH8qSJUskISHBtPWDDz4w7evcubN5fw14//jHPxz4BgEADclj+Y9lAADAARqMVq9eLbGxsSacaPVHKzo9evQw92s1SQOM3q9/bWlg0uFvV111lbz66qtmDtFvf/tb+fzzz2Xx4sXy1ltvSdu2beXYY4+VY445Ro4++mhT+dFqkf9wPA1KOk9p48aN5jkPPvigue/222+X3/3ud6aKdP/99/ueM3v2bLniiiskKytLunXrJrm5ufLCCy9I+/bt5Z133pFTTjnFBDAdMnjzzTc78E0CABpSTIO+GgAAh0CrQBp89PLRRx811Zu5c+dKVFSUlJeXmzlI9pwlHfqmQejhhx82AUfnGWlo0bCVk5NjQpO+ztVXXy2XXnppte+pgUzDl85r6t+/v29xiMTERHN97NixJmTZXn75ZbOQxIwZM+S5556T3r17m/e88sorTehau3atCUv6GkceeWSjf2cAgMbHMDwAgOM0rHz77bdy0kknmds6tE0D0P79+03lRxd4+PTTT011SfevWrXKDKX717/+5RuCp5Wghx56SMaMGWNep6bV85S+hladdIieVpCUVrP0PdW5554rXbt29T1eb2uA27Nnj1kMQkOSDt9LSkoyVaQ5c+aYx61bt0569uzZaN8VACB0CEsAANfSRRV0aJyGoF//+tdmrpBNQ9LJJ58c9HlnnHGGmf+kVajq3HfffWZonlaX7EUZNGBpUAv2vGeeeUb69OkjI0eONIFIh+FpUOrVq5fccccdZn6Uhjk9XxOVJQBoGghLAABX0tChYUiH2ek5kPQcTFo9qssJZ7Xq1KxZM3n99deD3q/LfH/88ceVzqukw+y00qTP1YpRIF0QQhd10JCmbdNNV+e74IILJC0tTYYNGybnnHOOnHjiib4ABgAIb8xZAgC4hp5Dae/evWZI26mnnip33XWX3HrrreY+XaxBg9LZZ58tgwcPrnGom66Gd/fdd5vhcSNGjDAr6ukS43puJV3YQc/JpPdr2FF6clmtDv3vf/8z+3Suki5BrgtHBIas1q1bm8qVLhOuFSRdMU/pnCt9r3fffbdRvyMAQOiwGh4AwBV08QRdtEFXuTv99NOlX79+Mm7cOLMUt54EVofJ6bmTtKKjQUVDil7qghC6uIIuIR5Iw44u93388cfLihUrTNjRx7/yyitm1Tx9XV1N709/+pN5vs5LUjo3SYfbXXTRRWYIoAYnmw7R0wCnc6h0v67Yp6vnaVVJV+3TE9TqkLw2bdqE9PsDADQ8huEBABy3dOlSc14jDTA6H0hXmtMTx/bt29cs7qABSucHaTjRk9Nq+NGgo7RSpFswL774ojlvk4Yku0J10003meqPPl9XvLvtttvMst92UFL6HrpMuC5Frvv13xU3bdpkgpOe4FZD21dffWXOr6SVJq16XXfddfLFF1+Y4XgDBw401wEA4Y3KEgDANUPwNBSFkq6IpxUgnXMUjC5ZrsMC9aS4uiz5008/LRdffLFv6J3+FfrUU0+ZoYH2PqWr9GkQ05PWAgDCF2EJAAAAAIJgGB4AAAAABEFYAgAAAIAgCEsAAAAAEARhCQAAAACCICwBAAAAQBCEJQAAAAAIgrAEAAAAAEEQlgAAAAAgCMISAAAAAEhV/w9bLxFMj9dD1gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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FURRFURRFmdXMuOakrCB08OBBqfijDdkURVEURVEU5cjFMAz09/dj3rx5wzawnnGih4JHy38qiqIoiqIoimKxb98+zJ8/H7NG9NDDY+1YeXl5Ue9hb4qHH34Yq1evztt/QlGKQceRMl50DCnjRceQMl50DCmzbRyx1xwdIpZGmDWixwppo+AZjejx+/2y/nSfGGXmouNIGS86hpTxomNIGS86hpTZOo5GSnvRQgaKoiiKoiiKosxqVPQoiqIoiqIoijKrUdGjKIqiKIqiKMqsRkWPoiiKoiiKoiizGhU9iqIoiqIoiqLMalT0KIqiKIqiKIoyq1HRoyiKoiiKoijKrEZFj6IoiqIoiqIosxoVPYqiKIqiKIqizGpU9CiKoiiKoiiKMqtR0aMoiqIoiqIoyqxGRY+iKIqiKIqiKLMaFT2KoiiKoiiKosxqVPQoiqIoiqIoilIU6bSBA90R+Tcf+Xwm4JzuDVAURVEURVEUpfTZ3taPh9a3Ynd7H87xAjc/vh2L5pTj0lX1WFZXhlJGPT2KoiiKoiiKoowoeG5/djfWH+xFhc8ly/jI51zO10sZFT2KoiiKoiiKohSEIWz08HSF4lheF0TQawaL8ZHPufzhDa0lHeqmokdRFEVRFEVRlIIc6IlgR/sA5lZ4YbPZhrzG51y+vW1A1itVVPQoiqIoiqIoilKQUDyJaDIFvzt/OQCf24FYMiXrlSoqehRFURRFURRFKUjA7YTX6UC4gKiJxFPwOB2yXqmiokdRFEVRFEVRlII0VvqwdE4Qzb1RpFJpNPeaYWx8NJ9HsawuKOuVKqUrxxRFURRFURRFmXbsdpuUpX5pdxd+/fI+IJ3EWScCj2xsBexOHNdYgdXH1st6pYp6ehRFURRFURRFGZY9nWHs6ghJbo89U8yAj3y+syMkr5cyKnoURVEURVEURSlIMpnGHc/ulmIFK+uDWFTjl+V85HMuv/O53bJeqaKiR1EURVEURVGUgry2rxu7O0OoCbilRHUsafbj4SOfczm9QFyvVJkW0XPHHXfIAcr943JFURRFURRFUUqHzlAciVQasUQKW1oGsKtjQJbzkc+5nK9zvVJlWkTPNddcg+7u7sG/ffv2oba2Fm9961unY3MURVEURVEURSkAPTnJVBr7uiOISE6PuZyPfM7lfJ3rlSrTUr3N7XbLn8UPf/hDXHnllVi6dOl0bI6iKIqiKIqiKAU4fm4FEikgkTLgsAFJuxneljQMGGk+Akzn4XqlyrSXrI5Go/j+97+PF198cbo3RVEURVEURVGUHN5s7kWmYBtSBmCYmkce+Tx7vdMW16AUmXbRc9ddd+H000/HokWL8r4ei8Xkz6Kvr08eE4mE/BWDtV6x6ytKPnQcKeNFx5AyXnQMKeNFx5AyFtp6w3AYKVR6TI+OA6bScdsMOFw2OO3MmUnJeolEOaaSYseyzTAsrTY9nHbaabjppptw+eWX532dr33961/PK5b8frNcnqIoiqIoiqIoRx7hcFjqBfT29qK8vLw0Rc/27dtF9LS2tsLlchXt6VmwYAE6OjqG3bFcBbhmzRpccsklBb9HUUZCx5EyXnQMKeNFx5AyXnQMKWNhU0svPnHHq+iPJ8XLE3DZ8ZUTEvj2WhdCiTRSsKHM7cRPP3IyVjZMbV4PtQELoo0keqY1vO3uu+/G29/+9mEvOo/HI3+58D2jvVjH8h5FyUXHkTJedAwp40XHkDJedAwpo6HC74Pb5UI8kpI2M46UuTyaAqJpu+T28HWuN9Xjqtjvm9bmpA8++CDOP//86dwERVEURVEURVGGgTUMynxOVPmd8DntSKXNQDE+8jmXl/ucsl6pMm2enkgkIhXbbrnllunaBEVRFEVRFEVRRiCcSKE26JEKbpFYEh7WrUYf5lf5EUsZ8HmcqAl4ZL1SZdpEj8/nG5KroyiKoiiKoihK6RFwO0X01AbdaOmNoT9i2vBOhx1VZR40lDMVxSbrlSrTGt6mKIqiKIqiKEpp01jpw9I5QUQSaZzUVIFj5pbJcj6etKBCli+rC8p6pYqKHkVRFEVRFEVRCmK323Dpqno47DY8vKkNb+7vleV85HMuX31svaxXqqjoURRFURRFURSlKFipLZlKy7/lcVo7fhaPih5FURRFURRFUQqSTht4aH0reiMJ1ARcMDIOHT5WB1yy/OENrbJeqVK62UaKoiiKoiiKokw7B3oieH1fN/Z1hdEXTcBtM8XNQDSJrsgAyr0ueJx2WW9BtR+liIoeRVEURVEURVEK0h9NYHvrADpDManY5nKZwWIupx2xuIHOgdjgeqWKhrcpiqIoiqIoilIQene6wnH5t8/lgDNTsICPfE66QnFZr1RR0aMoiqIoiqIoSkHC8RQMw4BNxE5u3k5muWHIeqWKhrcpiqIoiqIoilIQu8306CQNQ3ryOGympyeZ5nNDPD5Op13WK1VU9CiKoiiKoiiKUpAltQHUlnnQE46LsEkkkrI8kUgj4HYibRio8rtlvVJFw9sURVEURVEURSnI/Co/zlhSA1akHogmkGKzHkAe+ZzLT19SI+uVKip6FEVRFEVRFEUpiN1uw9nLauF2MsQNsILY+MjnHqdDXud6pYqKHkVRFEVRFEVRCsKmo5ub+7Gw2o9V88pRE/TIcj4eN68CTdV+bGnp1+akiqIoiqIoiqLMTA70RLCjfQDL64MIepwIRVi+ug9nLa1FwOfGQCyJ7W0DJd2cVD09iqIoiqIoiqIUJBRPIppMwe92wmazocxn+k34yOc+twOxZErWK1VU9CiKoiiKoiiKUpCA2wmv04FwAVETiackr4frlSoqehRFURRFURRFKUhjpQ9L5wTR3BuVJqXZ8DmXL6sLynqliooeRVEURVEURVEKwqpsl66qR3XAjW1tAxiImh4fPvI5l68+tl6rtymKoiiKoiiKMnNZVleGj569CKvmVaA3kpBlfDyusUKW8/VSpnQD7xRFURRFURRFKRmW1ZVhyflB7O3ox9rn9+HGC5ahqbaspD08FurpURRFURRFURSlKChwGqvM3B0+zgTBQ1T0KIqiKIqiKIoyq1HRoyiKoiiKoijKrEZFj6IoiqIoiqIoRZFOGzjQHZF/85HPZwJayEBRFEVRFEVRlBHZ3taPh9a3Ynd7H87xAjc/vh2L5pRLOetSr96mnh5FURRFURRFUUYUPLc/uxvrD/aiwueSZXzkcy7n66WMih5FURRFURRFUQrCEDZ6eLpCcSyvCyLoNYPF+MjnXP7whtaSDnVT0aMoiqIoiqIoSkEO9ESwo30Acyu8sNmGlqjmcy7f3jYg65UqKnoURVEURVEURSlIKJ5ENJmC352/HIDP7UAsmZL1ShUVPYqiKIqiKIqiFCTgdsLrdCBcQNRE4il4nA5Zr1RR0aMoiqIoiqIoSkEaK31YOieI5t4oDGNo3g6fc/myuqCsV6qo6FEURVEURVEUpSB2u03KUlcH3NjWNoCBqOnx4SOfc/nqY+tlvVJFRY+iKIqiKIqiKMPCPjwfPXsRVs2rQG8kIcv4eFxjhSwv9T49pRt4pyiKoiiKoihKybCsrgxLzg9ib0c/1j6/DzdesAxNtWUl7eGxUE+PoiiKoiiKoihFQYHTWGXm7vBxJggeoqJHURRFURRFUZRZjYoeRVEURVEURVFmNSp6FEVRFEVRFEWZ1ajoURRFURRFURRlVqOiR1EURVEURVGUWY2KHkVRFEVRFEVRiiKdNnCgOyL/5iOfzwS0T4+iKIqiKIqiKCOyva0fD61vxe72PpzjBW5+fDsWzSnHpavqtTmpoijKqGaPeiIIxZMIuJ1orJw59f8VRVEUZbYLntuf3Y2uUByN5W7AACp8Lqw/2IuDvRF89OxFJS18VPQoilJSs0c72gcQTabgdTqwdE5wRsweKYqiKMpsn5R8aH2rCJ7ldUHYkQYiQNDrxHKvG9vaBvDwhlYsqQ2W7GSl5vQoilIys0ecLar0u+SmyUc+53K+riiKoijK9HCgJyKTknMrvLDZhooaPufy7W0Dsl6poqJHUZSSmj0q87rgsNvkkc+5nLNHMyVRUlEURVFmG6F4UqIw/G4nDMNAfyQpy/nI5z63A7FkStYrVaZd9HzpS1/CO97xjuneDEVRponZMHukKIqiKLOZgNspYecHe8J4eXc3XtrdJcv5yOfNPRF4nA5Zr1SZ1i1788038cMf/hBr166dzs1QFKUkZo98eV/n7FFrX7SkZ48URVEUZTbTWOlDpc+FNZta4XbaUe1zyHKvy462/ij2d4ex+ph6Wa9UmTZPTzqdxg033IDPfe5zWLJkyXRthqIo00wgM3sULiBqIvFUyc8eKYqiKMqsx2Y+GOk0Ysm0/JuPfC7LUdpMm+j58Y9/jHXr1mHRokW45557EI/Hp2tTFEWZRjgrxCptzb1RiQvOhs+5fFldsKRnjxRFURRlNnOgJ4KecAIrGoKg3mE4G+Ejn3M5Xy/lUPRpmTodGBjA//2//1c8PHv27MEvfvEL/Nu//RuefPJJ+HxDDZtYLCZ/Fn19ffKYSCTkrxis9YpdX1HyoeNo8rj46Bq09Iaws60PDeVe+Nx2ROJptPRFURtw46IVNUilkkilMKPRMaSMFx1DynjRMaSMhb5wFD2hCLpCCQRcNtT5vLTSsbDSi1DSQEdfFOlUStZLlLkwlRQ7lm1G7tTqFPDzn/8cn/rUp7B3717U1tYimUziuOOOk1A3hrxlc9NNN+HrX//6YZ9x1113we/3T+FWK4qiKIqiKIpSSoTDYVxzzTXo7e1FeXl5aXl69u/fjzPOOEMEj2yE04njjz8e27dvP2zdr3zlK/jHf/zHIZ6eBQsWYPXq1cPuWK4CXLNmDS655BK4XFOrPpXZg46jyYdlqRnOxqIFAbdTKreVapOzsaBjSBkvOoaU8aJjSBkL+7vC+Oxv30AknkRtmQcuu4Gr6rrwx7ZqJNI2tPfH5Hf7u+87EfOrp9YpYUWBjcS0iJ758+cjEhka88cwt7POOuuwdT0ej/zlwgt1tBfrWN6jKLnoOJpcFtW5MdvRMaSMFx1DynjRMaSMhphhQ0XAiyRiaBtIospnlgUIJwx0R1LwuF0oD3hkvakeV8V+37QUMrjiiiuwceNGKWZAr8///M//SNnqq666ajo2R1EURVEURVGUAgTcTtQGPVhRX4a6Mi+iCTM7ho915V5Zzte5XqkyLaKnpqYG999/P+68804cddRR+P73v4+7775bwtYURVEURVEURSm9SquRRBonL6zEaYuqZTkfT26qlOWlXml12uTY2Wefjeeff366vl5RFEVRFEVRlCJgfu2lq+pxsDeC7e0hNJa7pTGPzQZ5Xh1wY/Wx9SWdhzttfXoURVEURVEURZkZLKsrw0fPXoRj55YP6dOzal65LOfrpYyKHkVRFEVRFEVRioPOHMuhYxOHz4xARY+iKIqiKIqiKMOyva0ftz+7GxsO9mFuhZm7w0c+53K+Xsqo6FEURVEURVEUZdg+eg+tb0VXKI5lcwIwMu4dPvI5lz+8oVXWK1VU9CiKoiiKoiiKUpADPRHsaB+Az2XHq3t68NLuLlnORz7n8u1tA7JeqVK6xbQVRVEURVEUZRZCjwgFQiielN42LPVcypXPQvEkOgZi6AzFEEukB5uTel02tPVH0RuNoybgkfVKFRU9iqIoiqIoijJFMPeFoWL0nESTKXidDumBw5LQpVoBze9yiOgJx5LSjNRlN8PY3E4HqgNOtPZFpaIB1ytVVPQoiqIoiqIoR6QHY7qKATAHZm6FF363D+F4EusP9koPnFIt/WzIf20wBsu25WK+VroZPSp6FEVRFEVRlCPUgzFdxQCW1wVhY2dPAGVeF4IeJ7a1DUgxgCW1wZITipFECrVBtzQj5fZb4W3xZArdkTSCXidqAm5Zr1RR0aMoiqIoiqIckR6M6SgGwONjCR4LPudyqxjAgmo/SomA24naoEeET3NvDAORmCyPJgwJd2so94i3h+uVKlq9TVEURVEURZkwDwY9Fw67TR75fCaUM54KGPJHD5i/gDDwuR2IJVMlWQygsdInXrtIIo1TFlbitEXVspyPJzdVyvJldUFZr1RR0aMoiqIoiqJMiQfjSCbgdkrIHz1g+YjEU/A4HSXpLbHbbRKmWB1wY3t7SMLcCB/5nMtXH1tfcmF52ajoURRFURRFUY5ID8Z0eEuae6MwrO6eGficy0vZW7KsrkzCFFfNq0BvJCHL+HhcY8WMCF8sPSmpKIqiKIqizBgCWR4MhrTNJA/GdHhLmOPEogX0gFEQ8vhQ8MwEb8myujI0nePHQxsPIL1nH85dUYtLj2mE2126paot1NOjKIqiKIqiHLEejOnylvSEE9jdEZLHmeIteXRTK66/82X814Nb5Dkf+ZzLS50jW3IriqIoiqIoONI9GFMJhc2S84Mzrp/Ro5ta8fV7N6IzFIM/49gJx1N4fX8P9t67UZ5ftLIepYqKHkVRFEVRFGVCPBhWn57WvqiEtNGDQcFT6h6MqYYCp9TKUg9HMpnGDx/fjvZ+nlc7HBl95rDZ4LJDlv/oie04b/kcOJ2lGUimokdRFEVRFEU5Yj0Yysi8srdLKvCRUCyJmN0MY+yNJZBM2+B02LGtdUDWO2NJLUoRFT2KoiiKoijKEenBUIqDgoehbCn2WrIBVrkKytmUAaQSaSRThqynokdRFEVRFEVRlBmH02FDMm2A/h06eaw+s/LI53xIG7JeqVKaQXeKoiiKoiiKopQEftchP4kInMy/jczzfOuVGip6FEVRFEVRFEUpiM1m/o13nelERY+iKIqiKIqiKMNim+GiotS3T1EURVEURVGUacTndmCkInz08nC9UkVFj6IoiqIoiqIoBbHbbHDYbSJ8qH0sacNHPudyp7xeuvFtpZttpCiKoiiKoijKtON3O+B2UuKkpGKbYTNLGRgsX+0wxZDL6ZD1ShUVPYqiKIqiKIqiFKTc60K1343OUEzCxNx2/jeFoMuJeNqs4FYdcMt6pYqGtymKoiiKoiiKUpAyrwvL6oMo97kQTxuIJFOynI98Xu51YlldUNYrVVT0KIqiKIqiKIpSkMZKH5qq/UilDXiddvhcZhgbH/k8ZUBe53qlioa3KYqiKIqiKIoyPAbzd+zwuxzwiOaJoTboQSwFJNLGiCWtpxv19CiKoiiKoiiKUpADPRH0RBJY0RBEIpVGS29ElvORz7m8O5yQ9UoV9fQoiqIoiqIoilKQUDyJjoEYdneG0RGKw26wdAEQT6Xlua11AItqArJeqaKiR1EURVEURVGUgjB3Z1fHAJp7Y4BhIOg2q7cx3G0gnsbBnigXD+b6lCIa3qYoiqIoiqIoSkFSyTQ6QwmkWcjAZZdGpISPfM7lXaG4rFeqqOhRFEVRFEVRFKUgr+3rQSqdBvuTUtewQSnhI5+by9OyXqmiokdRFEVRFEVRlIJEkynYYEPA4xLvDgUO4aPTYS7n61yvVFHRoyiKoiiKoihKQdh41OO0I5ZIwaxNbRWoNh+5nK9zvVJFRY+iKIqiKIqiKAU5pakajVU+xFJpxBJpZFJ65JHPuXx+tU/WK1VU9CiKoiiKoiiKUhC73YYVDWVwOxwwDAOpTFIPH/mcy1fUl8t6pYqKHkVRFEVRFEVRCsKmo8zZOXFBBfweJ1JGRvQYhjzncmu9UkX79CiKoiiKoiiKMmJz0r5oAnOCbrjtbgB9WFgdQDwNWc6ePdqcVFEURVEURVGUGYnf5RDRE44lUVfuhctuenqqg24k0ja09kUBw1yvVNHwNkVRFEVRFEVRCmJKHBuMwaptuZivZdr3lCTq6VEURVEURVEUpSCRRAq1QTdsNqAzFEfQaYqfgUgSA0kDQa8TNQG3rFeqqKdHURRFURRFUZSCBNxO1AY9mFvhQTyZxsFes2ABH/mcy/k61ytVVPQoiqIoiqIoilKQxkofKn0ubGkZgMthw9xKnyznI59zeZXfJeuVKqUrxxRFURRFUZQxk04bUkKYFbUCbmdJG6TKDMB2+D+zM3xKOZ9n2kTPZz7zGfzgBz8YfL506VJs3759OjZFURRl6oyPbjMcgI9Ntc6SbuKmKMrMZntbPx5a34od7QOIJlPwOh1YOieIi4+ume5NU2YgB3oi6AkncHRDGba09OMg+/EshDz6vG5Zzte53oJqP0qRaRE9r7zyCv7617/irLPOkucOR+mWt1MURZko42N3ex/O8QI3P74di+aU49JV9VhWVzbdm6coyiy859z+7G50heKYW+GF3+1DOJ7E+oO9aOkN4RRNblDG2KenMxSD026TUDYgJo9Jwya5PTXJtPbpySaZTGLDhg0499xzEQwGp/rrFUVRps34aCx3i/+/wucS44M/Eh89e5EKH0VRJgx6lTnJwnvO8rogbCy3BaDM60LQ48TOtj6gzFxPUUbbp6e9P4ZoPIl02qzSRs+O3e6AN+Yo+T49Uy561q1bh3Q6jRNPPBEHDhzAeeedh1tuuQVNTU1514/FYvJn0dfXJ4+JREL+isFar9j1FSUfOo6U0UKj4uF1B9EbiuKoOQHYkQaiQJnHhqPm+LCjPYQ16w9iwdmLNdRNKQq9DykjwfBZepU5ySL3nCxtw7vMvDK3/Ht/5wCa5uiEy0z6PWnujQ7mZ9GDN5W/G8lkErF4AvGBAVy05QWE/QHg1BPgsBmIpVJIRVOIehyy3lTfn4r9PpthGFMq9X/1q1/hu9/9ruT01NbW4nOf+5wcoAcffDDv+jfddBO+/vWvH7b8rrvugt9fmjGDiqIoiqIoijJbCO7fj4UPP4wFTzwBT18fOleuxDPf/jZKgXA4jGuuuQa9vb0oLy8vHdGTy969e7F48WJ0d3fn3dB8np4FCxago6Nj2B3LVYBr1qzBJZdcApeLMYiKMnp0HCmjZWtrP3785A4srgnIjJzNSGFRdAd2e5fCsDmQSqexpzOMT563FEfV64yrMjJ6Hyrt2fBS8fQwb5BhtGwYmUs4Esex2I1Vp771iPD07GwfwKOb2rCrIzRY0GFxbQAXrazDkjnBGbH9v3xxL7pDcTSUMz/LgXA8hZa+KKoCblx7etOk7oftd7+D/Uc/gv2ZZwaXtZTV4M8nXIy5n7saX3vdhVj60DX2H+8+DpcfNw9TCbUBHSkjiZ5pL1ldV1cn4W7Nzc15N9Tj8chfLrzZj/aGP5b3KEouOo6UYin3e+FyujCQMFCWZXxQ8PAvlEjD6XSZ6+mYUkaB3oeKr1Z2pBUMYWVIFkph3uByr3swp4dwnvtgfxzHlgHza4KzfgxxTPz8xf2DBR3q3U4p6LCueQAH+uIln1NJEf/I5k50hJJYXlc+eC4DPieWeN3Y1jaAR7d0YnlD5eSJ+wcfBJ55Bmm7HY8uOQW/PuEyPLnkZDhddvyHIyWCJ5Y69N07OyNTPq6K/b4pFz1f+MIX8Ja3vEXcUOT555+H3W4X742iKMpsgj0xaHTR+GAC8ZB+BoY5I31cY4X2zlCUSaxWdqQVDKHxS6HH/aZRzOPhczsQiafknlMbMHN6ZrsHbKSCDjw2D29oxZLaYMkeCxYJoIjnOcwWr4TPuXx728DElIkeGAB+8xvgpz8FbrkFOOEEc/nf/z1w1FH41pzTcOuuQ7kzzgJdeTjGSpUpFz0nnHACvvrVr6K+vh6pVAqf/vSn8eEPf1jzcxRFmfXGh1Rv429LNCmzjNUBN1YfW1+yP7iKMhOYDcbtREOBR6Fneb5a+6LwOB0yyXLRihpsfnk3ZjtTKhgmCYZp0mtJEZ8Pilme2zGXiTYM9pExhc6vf20KH3LrrYDVT/O00+TPv2YzsGvHiB/ZUOFFqTLloufaa6+VktXvfve7pT8Pn3/rW9+a6s1QFEWZcuODFZXgBXojCTE+KHiOlNlnRZksZoNxOxnw3rLk/KDst5XjRK9yKpXEZsx+Jl0wTAEBt1PCNOm1pIjPhd47ilmuNyqiUeBnPzPFzhtvHFq+fDnwiU8A11132FuWFZk3VOx608G05PR8+9vflj9FUZQjyfjY29GPtc/vw40XLENTbdkRM+usKJPJbDBuJwveY3KFXspsrzLrCUyWYJjOEOmc/Kwxh0g7HMC//ivQ2srkeeA97zHFzrnncqYg71sW1wThsAGpYcqf8XWuV6qU7plWFEWZZcZHY5UPa/lDVuVTwaMoE0RgFhi3ygwSDCWUn1VUiHRHB/CLX5gFCe6/3xQ8TPz/2tfYfAf40IeA6uoRt2UgnhiSl5oPW2a9UkXvAIqiKIqizFhmg3GrlKhgKPH8rIIh0uk08MQTZvjaH/8IxOPm8ocfBt72NvPfN944qu3Y2xVGcoQmN/QCcb0zl6IkUdGjKIqiKMqMZbYYt0qJCIYZlJ912Jhubwduu80sRLAjq+jASSeZ4Wtnnz3mbWgpoiqbUeR604WKHkVRFEVRZjSzxbhVplEwzMD8rMPYuRP4ylfMf5eVAR/8oCl2KHrGiZMJOxO43nSgokdRFEVRlBnPbDFulWkSDDON/fvNCmwMZbvppkPlpT/8YeC884D3vQ8IBCbs62wFChyMdb3pQEWPoiiKoiizgllp3JZYTyQVldMICw+wGAFzdfhIwRMMAp//vPlIwXHnnZPy1X6nc0LXmw5Kd8sURVEURVGUkmB7W/9g+CBLhLNiHgtIMJ9Kwwcnmd27zTyd228HDh48tJwlphm+xmpsk0wK6QldbzpQ0aMoiqIoiqIMK3huf3Y3ukJxKRTBnkgsEc6KeSwgwXwqFT6TCMPYvvlN89+1tcBHPgJ8/OPAihVTtgm9kcSErjcdqOhRFEVRFEVRCoa00cNDwbO8LjiYs8GeSCwRzop5D29oxZLaoIa6TQRbt5rha5dcAqxebS772MeAF14wvTrvfCfgdk/5ZoViqQldbzpQ0aMoiqIoiqLkhTk8DGmjhyc3SZ3PuXx724Csp/lUYyQaBf7wB+CWW4CnnjKXbd58SPQsXGj22JlGltUFJnS96UBFj6IoiqIoipIXFi1gDg9D2vLBnkgsEc71lFGyfr3p1fnFL4DubnOZ3Q5cfjnwyU+ilFhUE4DLDiSGSdnh61yvVFHRoyiKoiiKouQl4HZK0QLm8DCkLRc2gWVPJK6njBLm5rz6qvnvpiYzjO3664H581FqVPjdqPS70TEQlyakudAHyNe5Xqlin+4NUBRFURRFUUoTlqVmlbbm3igMY6i5y+dcvqwuKOspw/Daa8Df/z3Q23to2d/+LXDVVcADD5iNRf/lX0pS8JCA24lynwsepx1M3bICHfnI51zO17leqVK6W6YoiqIoinIEUwp9cfh9LEvNKm0sWsAcHoa00cNDwVMdcGP1sfVaxCAffX3AXXeZIWwUPWTVKuBTnzL/Tc8O/2YANpjChucbMJCQcMYUytxOuN1O8f54nfZBMVSKqOhRFEVRFEUpMUqpLw6/j2Wpre1hDg9D2o5rrBDBo+Wqs6A37MUXTaHzm98A4bC5nBXX6NU56STMRMKJFGqDHul/SsFb4XEAiKG2zINY2sztqgl4ZL1SRUWPoiiKoihKCVGKfXH4fUvOD06756nkaWkBzj6bbjrz+cqVZqnpD33I7LEzQwm4nSJ63E4bNjf3oTsal+UtfREEvR4smRNAudet4W2KoiiKoijKzO6Lw+/TstQ5Xh2WmGYPnS99yVw2dy7wnvcAXq8pdiiAckp9z0QaK32o9Lnw1LZ29EcTcMIUdfFkGm0DMUT2pfHOE+aVdG6Xih5FURRFUZQSQfvizADa2oA77wRuvdVsJsrz9L73AYsWma8zrG0WCJ1c9nSH0B2KI20AdkdGpBtAPGXI8j1dmVC+EkVFj6IoiqIoSomgfXFKFIarPfKImavzl78AiYS5PBgEPvCBoSJnFgqevV0hvLanR/4t1dsyu8hHy+H42p5uWW9RbRCliIoeRVEURVGUEiGgfXFKk1//Grj22kPPTzvNDF97//tN4TPLeXFXl4S1McTR7bDBZWO9thTcDjtsdpt4e/qiCVlPRY+iKIqiKIpSVF8cFi1gDk92iJvVF4dV00o5d2LGk0qZvXN47K+4wlz2rncBCxYAf/M3ptg54QQcSbT2RcXZ5XIYYIE2w5bJ6UmlkTTssLOMddpcr1RR0aMoiqIoilIiaF+caWTPHuBnPzP/9u83e+pcfrkpfgIBYNcuwJFJZjnCaJAcMyCWYs8eY0hOTyJlSJ8eh81cr1RR0aMoiqIoilJCaF+cKYS5Offea+bqPPSQWZGN1NQAl1wCxGJmJTZyhAoecsqCKjjtNqQyAicb67nTYZP1ShUVPYqiKIqiKCWG9sWZIm64AbjjjkPPL7zQDF+78krA45nOLSsp7A4bvC4H4qmkiBxL6FiPHJXMReN6pYqKHkVRFEVRlBJE++JMMNEo8Kc/AWecASxebC5jqWnm73z0o8DHPgYsWzbdW1mS7O4Mw+O0I+BxIMIYtyzo//J5HPC47LKeFjJQFEVRFEVRlAlo4DoqD9jGjWb42s9/DnR1mY1E//3fzddWrwb27QNch1fKU4bidNpR63GiEzGkUmbJdDp2PB4HqoIeJFNmcYNSRUWPoiiKoiiKMiPY3tY/mOvEfkYMqWK1OxZ/GJLrFA4Dv/udKXaeffbQ8vnzgYaGQ8/tdvNvNoq9CWRxbQA+pwPNfVGkUmkROxaxZBrt/THMLffKeqWKih5FURRFURRlRgie25/dja5QXKrasYEr+xmxvDer3bH4gwgf1lY+9lhg9+5DBQje/nYzV+eyy2ZkQYKixd4k0Vjhk/A2VhFkHo8ncwhTBiu6GbClUvC67LJeqTIzpK2iKIqiKIpyxJJMpnH3y/uwpzOE+jKP9DBy2G3SwPWYILDs4T/j4fUt4g0Rz8073mHm7Xzzm8DevcCf/2z23Jmhgodij+Ku0u/CktqgPPI5l/P1yeZgbwRt/bHDKrdZcHlrf0zWK1XU06MoiqIoR3DYiqKUOjTq7355Px5Y3wKHHegYiKPa58J5vTtx1uN/xoon7oc7GsZ/VdfjqcYK8YA0/ts3Yf/e92ZM6Npw9wZ6eOjdWl4XHGxWS7FH4cdeTg9vaBUhNJn3jK0t/egKx+Xfud9iy4ie7lBc1muqKc0QNxU9iqIoinIEh60oykzwctDDQ89Okz2Kc567Fxc/cw+WNO8cXO9gfRNaDnTg1md2oi7onTXXECdDeG9gOJ8leCz4nMu3tw3IepNZ6e+1vd3SiJRbwM2wtsR6TtXDUDeud/GxWTlTJYSKHkVRFEUp9RwFRTkCyfZyLJsThG/HVvzvf38CnoTpcYg53Xj+LefjgTPejhcaj4HT6cDZNUFpkjlbriF6fzkZwntDPnxuhzSv5XqTiS2jcqRHT06MG8VQ7nqliIoeRVEUZVLQkK2ZEbaiKKV6v2jesQ948gnMPeVMuSa2LlyGjvJaJL0+PHbO3+CRky7BlrgTfpcdLqcD9eVeyXXhtTRbrqGA2yneX06G8N6QCwsLeJwOWW8yOaqhbDCMDXkeiS2zXqmiokdRFEWZcDRka+aErShKKd0vYvEEVm15DRc/ey+WPrsG13l8+OldT4sLYWlDOb70jz9GizuIoM+FZMpAZGAAbocbFW6n3GOsa2m2XEMUf9wveq4o5LLvFYZhoLk3iuMaK2S9yZx0Om5eBVx2G+LZbp0cXA6brFeqqOhRFEVRJhQN2ZpZYSuKUgr3i+SBg7jipQdw0iN/QlXz3sHXOxqXwNm8H8nFS1EdcAPHLEaqbQDd4Tj6IgkJraov92BVY6X5+iy7hihUOFnEeyc9V7yncr/o4aHg4T6vPrZ+iKCZjEmnSDwNOwvfDdN/lDlXXK9UUdGjKIqiTBgaslU8gRIJW1GU6b5frHjg9/jgz74FR8oUJzF/EJsufAf+etoV2DxvmVwDRxmG3E9o5J+6qEoEz7qDvfC7nThhfgUq/EMFTyleQ2P1vlCocLLIEjIUctwvengoeLKFzGRNOu3oHBDPWnaIWzZcnkilZb1j55emt6c0RoGiKIoyK9CQrckPW1GUGQ/75sTjOFA9T+4Xy048WQTPwWPegnWXX42tb70MSZ8fqWgCnq6wNMXM9XKwJ8zR9eXyWnNfFOU+d0lfQ+P1vnCdJecHhxVNkznp1B2KSwEDt8MGhw3yR9x2PrchyeptaUPWK1VU9CiKoigThoZsTW7YijLzCm1oQY8MiQTw178CP/0p8MADwNVXI/S9W+R+EV66Aj+78xH0zl0w5C28HihqrjhhLra1DOT1chB6Nkr5Gpoo7wv3Y7jJosmcdPK7nVIVj8InnjLgdpj+npRhIJ4yt42vc71SpXS3TFEURZlxBDRka1SMJmxFmXmFNrSgB4CdO4FbbwVuvx1oaTm0vKcHAad98H7hyBE82feLlQ3luPjo+oLicTKvobGI1uz3+FwOPLi+ZUpCfidz0unURVUiaBhWmFu9jX/JtIFKn0vWK1X0V0eZEnSmS1GODDRka/QUE7aizLxCG1rQA8CnPgX85CeHntfVAR/5CPDxjwPLl6MxbRR9vxjOyzFZ19BYRGvue1IpA/u6wziaJZ8nOeQ3MImTTvMr/bKtvZniEdmqh01JeagbKryyXqmiokeZdHSmS1GOHDRka2yMFLaizKxCG0dsQY8tW4CmJsBnTmqkly+XfQ+ddyGi112P6ve/G3avZ1LuFxN9DY1FtOZ7z/7uMDpDcWxp7UfA40R14ND+T3TI72ROOjX3RVHhc8HrsiOaGFqhjaeHy/k61yvVe5mKHmVS0ZkuRTny0JAt5UgvtHFEFfSIRIDf/97M1Xn6aeDnPwc+9CH5/X98+QVo+f59aK6uNyc8n9t32IRnKd4vxiJaC72nyu9Glc+FUDSJHe0heZ49JiYy5NcSkRxXa/f3yHeVe11w2IGWvti4Jp36owl0DsRR43cjbRiIxhjmloLf5UC1xwW7zSb7zvVKFRU9yqRxxM50KYqiIVtKSYZRT1WhjSOioMe6dabQ+cUvJD9HsNuBzZuzJjwNzF20EEvczmEnPKfrflFozIxFtBZ6T5nXiaqABwd7IugciKE/mkS5zzWpIb9epx3t/XGxs7gl9MCcsaQG15zeNGYRORBLIpJIwZ3x9DippCgk+GizyfJwPCXrlSoqepRJ44ia6VIU5TA0ZEsptTDqwBQV2piq75kWolHggguAF144tGzhQuBjHwM++lGk5zXioSd2jHrCc6rvF8ONGSblj1a0FhK63P9ldUH0iackJk1V/Z7JCfnNjq45fXEVUmnI9/I7o4nUuD476HVK89G2/riUq/Y7ze3lslAsib4oUBNwy3qlSulumTLjOSJmuhRFUZQZE0Y9VYU2ZlVBD9YoZgW2pUvN514v4PcDTifwzncCn/gEcPHFgMMhLx/oCpf8hOdIY+ZtqxpGLVr570LvobBZUR/EZgPiLdndEZrwEL6C4XUBN5qq/eOOruH+sR8Pe/Ek0mmk2JgnE/aWMGyw2+3yOtcrVUp3y5QZT2A2z3QpiqIoMy6MejyJ86OpQjorCnr09gK/+pUZwrZ+PbBvH9DQYL72gx8ANTVAvdknZyZNeBYzZtbu68GSOQFsONh3mGhNp9Mi6hbXBiS3hZ/H8ziS0I0k0rjiuAa844R5CCdSEx7CN9HRNemc8W6wZJvN3P+ElGszRU9CRBDgQlpeL+ERPf2i57LLLsP73/9+fIQlDJVZxaya6VIURVFKrnXBWAy9sSTOj6UKaSkm6Bfl1Xn+eVPo/Pa3ZpEC4vEAL75oenbIMccU/IhAiU94Fjtm3nrUHGxs7pOCAEtqA/B7nGjuiWD9gT4x+nmovv/ItiHjYCShe+mqBjTVBCZlvyZSbG7PM96Zm9QfSUjoHzWPdfYoffjcljZkXzWnpwC/+tWv8NBDD4noUWYfs2KmS1EURSnZ1gVjNfRGkzg/niqkM6qgx9q1wDXXABs3Hlp27LFm+Nq115qenVkw4TnSmGH4GcUOc2EobjoG4mjvi8HhsEnpabfDjrcsqERjlT/vOJguoRuYILG5vdB4P9CDrnAc6aHVqgcxMvlD/CtVpk30dHV14Z/+6Z+wYsWK6doEZQqYkTNdiqIoyoxoXRAYh6FXTOL8RFQhLdmCHnRVtLWZDUMJ++swd4c9dt73PlPsnHmmVOYajcdusiY8J8pTONyY4Xl+bU+3VFirCXhQV+7Fge4QXt/Xg87uBJx2G4JlFNIxSdhnz53ccTBdQncixGZ6mPFeV+ZBsoDgISyTEEukSjpPe9pEDwXPlVdeiYjlOlVmLTNqpktRFEWZMGhEPbiuRRo08r5PO5u3/olqXTDZXoVSqEI64WGBbW1Y9sc/wvn5z5veG6sKW1UVcO+9wKmnAhUV4/LYTfSE50R6CguNGY4Xfk9PJCHhbA0VXnSHE9jeHgbTWdJGGh6XC363E239UfTHEjhxQaUIn9xxMB1CdyLE5oFhxntuQ9J8UBR19sdRqkyL6Hn88cfx6KOPYsOGDfj0pz897LqxWEz+LPr6+uQxkUjIXzFY6xW7vjI5NJRxRsWcVUmlkkiNr3rilKPjSBkvOoaUI20MPb+jA2s2NCOeTKGtJyw9PSr9LiyZE0SV34XGcjd2tfVhb0c/Gqt8RYsAGnGWCLhwRTVaekPY2daHhnIaenZE4mm09EVRG3DjohU1Y/7N6QtHkUgmEHS5YTMO/4CAC+hIJsz15DduYtnZPoBHN7VhV0do0NhnAv1FK+vkGBZNOg3bo4/CfuutcN57L45NmrPxRksLktkFCs47z3zMM764Lb98cS+6Q3E5zn63W/qybDrYLcf/2tObhmzTwiovPn5205BzRWOaRvdoxu9ov7cYLj665rAx094fQ3N3CHUBJ5bP8WEgEsPGAz3ShLPa60Q0xiz+FJy2NCq9dikDva25B6ctrpn0cVAsPOYfPn3+4Jjp6DM9ncfPC+LCo+vk9exjn3st9ccTBce73UjC4zCLFxBPppCB9WiRShVvn08UxX6fzaC0nUKi0SiOP/54fPe738UVV1whBQzOP//8goUMbrrpJnz9618/bPldd90FP0smKoqiKIqiKHmZ98wzOObnP0eAoWwZuo46CnsuuQQHzjkHKYazKcoMJhwO45prrkFvby/Ky8tLx9PzjW98A6eeeqoInmL4yle+gn/8x38c4ulZsGABVq9ePeyO5SrANWvW4JJLLoHLNX0KXJnZ6DhSxouOIeVIGUOcQb7tmV14dW8XWntjMpPudpp9XDjXyll7dqVnqFEskcY/XbpixHCgw2f8mZeREo8Oe5Fcc2qThPPkehXG40Wx9oOJ7UvnBA4Ln9vRHsKx88px/dmLZVk+r8Z4jl8x33vYd9CLE4+bvXQ4ux2Nwvlf/wWjshLpa65B/MMfxtMtLTKGVhU5hg50R3Dz49tR4XPlbT45EE2iN5LAjRcsK9pjVwrfm+3pYL+Z25/ZhQM9UelF43TY0NYXlXFLTyVLTicNAwGnHV6PU8I0GTpmhchdsKIOX7h0xYSE7k+Yh2+011JvFC19EQk/PX5+xZBx98y2dqw7aEZbWR6eb5ySxtdesSOWPrTeh05rwpcuX4mpxIoCG4kpFz300LS3t6OysnJQnd1999146aWX8MMf/vCw9T0ej/zlwpv9aG/4Y3mPouSi40gZLzqGlNk+hvZ1hbG9I4KmmnJEEv2SA1EdMI1DGordsTQO9IawozOK+jIP7t/QhstWNRTMz6Bx+sjmTnSEklheVz5ojPm9DtQaNmxvH8Cf32zBF1avgNNpH3H7mLvx8xf3DxZXqHc7JbF9XfMADvTFhxRXWH3cPFm2tT2SJ0/Ci0tWzcO+3tiEVqezjl9dhR+wO6Us8CA2yPJt7RG0hZKHxOLu3cBttwE/+xnwqU8BX/uaufyqq4Bf/hK2q66Cw+eDk6FA998/qjEUTUcQShqo97hh5OR6EI/HhnB/HFH2a5nAcZnveyn6WGggnkpLM8xQwhjX9y6qc8tjMpnGzU/sRns4iaYqn1RuS8IBGDbY7A7prWPYICLInrbJdsTTdqRgl4pmhs0u2zBe0TOasTkW0gWupYDPiSVeN3rjaXRFEtjSFsa8St/geG/tjyGWOnzfKHiyl6dgm/J7U7HfN+Wi5+mnn0YyE0tKPv/5z+OMM87QPj2KoiiKMkuwygLP8/iwtC4gSd804jh73jkQRyyVlqaGc3xOrGgokyaQFBGFDLp8Cdb8PCaPM7cimkhhT2dYDNGrT10wrFE42opsIyXlk+Gq01135qIhHqhiChEUXYp7IAw8dr/ZV2fNGrMiG/nLXw6JHhqEH/wgxsN09d7J/d6uUAw72kJSOjmZTsvuepx2dPTHgExa0liLQTTzvLrskmvGAgYcC16XXbxJHFdc3+WwybJEKi2J/TwPFAY873zPeAtaTES1wPEW51heF8TerjCaqgPoGIgNjnd6hPb1jFykwFXEpMN0MeWiZ/78+UOeB4NB1NbWyp+iKIqiKDOfQJaxyupWrHK1vXUA29oHpA+Ki6V/PU4cP78SC6oDYlQOZ9DligAahW/s60EknkTQ60LA40DnQEzCwShAhpsNH2tD03xVSMmPnthR0EhlqeNv3LcRtUG3CL1iPUDFiIx3/PlWLP/cH4D29kMvXHyxWWraaiI6QUxX753s72WI2dr9vWZImdcJp92B9v44HHYD969rlmpr42ksy/PqdtpxUlMVdneERVg57Dap2G3AJq+xZHW514lYMo3qgB2r5lXIGEkZBnZ3hIoq1zycAJuKaoGhIgQ1heS73jJPxp61nb97ZQ9e3jtyGBnfX6pMa3NScscdd0z3JiiKoiiKMolGMoXPigYb2vpjqAm4xTPTWOnHgip/UQZdIEsE8PO4HgUPy/DyvTEasy4nls0JShjOcLPhY21omq8MMcPQChmp9EAxJ4ShWA0VNWisChbdnyifyHDE40i53YMiY2GoAw4KHlZeu/564GMfA5YswWxqNm59L8fES7u65DzPkX4xBnrCCckLO2F+hTQNzXfOR9MjKpAZY16XA6csqhoMoeP6FDTcb3p4UmlIY1LmWnFck0gsWXTjz+EE2FjH5mgIFOm142vZ491XpBePx69UmXbRoyiKoijK7CKfkUxjjjPiSBlirDLsLVsoDGfQZYsA5gBRUNDDw/dTBDAEiY0k+bn87uFmwwNFGn1+l0NEzXAhUYWMVCk20BZCMpWWJHHmgdBrUGyYUvbxG3htLVY/dy9OePxe/PJfb8Frc5aKyAh8+QvADR8EWBhqCnIopqvZOD/3slX1eHl3p/TL6RiIw+u0y/nmmOCxoBcm95wXEyr20PoWuE+wS74Ozzf782xo7pP1OZZMPJhX7pUQupQBnLCAHi2zF89oPF3FCLDAFIQRNo7RaycTDFxnmM+2ZdYrVVT0KIqiKMosZMKbWo7TSO4Ox6QqVk25B8fMLR+cJS/GoMsWASxaQE8RQ9o480/BQ8FkVTkbaTa8GKOPRuk9bxzEzqzqWflCogoZqfQSMDzK43KIoe522EcXphQKYdlff4+v/vDH8L3y0uDipY/fj8Tnvioio2mSRMZwcN8XnRvAa/u6xbtCr91JC6qKKh4xVigWHtvUjlA0CaeT58omDUKX1PoHDex853ykUDGfy46/rmvBmwd6RZDyPLKHFP+d7c1q7olg/YE+pA0bDBh4YWcX5laEJReNXo1iPF3F5urc8NYlkx5GaB+j125OmRduJ72qhWUPX+d6s0L0/PjHP8YNN9wAu73w4I7H4zjmmGOwffv2idg+RVGUI9pwnCxm634pE9/Bfjxk58KwmMGfXzuAvV0RVPmHzgYXY9BZIurul/dL0QLm8DCkzZzxzwo1GmE2fCSjj0Yvw/As8TNcSFQhAcWwqAS7oRo21Fd4UZZTbrmgMOvtBb78ZZa6ZR1e8EgYDgcil12Bzg98GMtXr8b5NWNPYp+McfXyru5JG1eWd2R/dxg+jzNzjIG+aELye05cYJPznu+cDxcqRvGxpXVACiOsqA9KuBrPsXX+55Z7JXyOwpTePibnn76kSsbblhaz6Eb7QAxH1ZdJDtBInq5ic3VYTGEqwgiXjcFrt6QmIOvEsoqR5UIRyPVmhej51re+hU984hP44x//KDWx84kf3riyq7MpiqLMVErFcJxoZut+KaPPY5gKsnNh3KfaZdvGatBxu7946QoJsmHRAubwMAzJMiSLnQ0vZPQxMZ1iisZnMdWzCgmoeDKNSDyNMobxzTn0ORZDjHSKI0cmDyIQAO65RwSP5Od84hOwfeQj8Dc0wD/NExpTPa6yvSPHN1YgnjTQLqXP3fLH5exXVOlz5T3ngQJeOI4RCgx6CNn/p8LvQihm5u8wdLKlL4aaoAcfPmsh7nh2j4gsfr9l89YGa9EXSYjHkeeW3pmRPF2jydU5uqF8SsIIlxUozlForLBcN31dw2KY680K0eN0OuFwOPDtb38bp5xyCn7zm9/g/e9/P373u9/hve997+DjcJ4gRVGUmUCpGY4TxWzdL2XqSt5Od14IDUyWpeY4ZtEC7sdYZsPzGX1pw8D3H9k26spuufvEcDYaxIQlkLMRYdYTwcV9uzD/8/8DPPsssGEDd8z8+973gOpq4IILqBgndEJDBFF3RNblY1Ots6hxMB3jal93GG/u75FzOxBLiTdvIJaUbWD1Nr/HFAoMT5tf5R8sH27lYWXn6GR74Rh62B2KiQHPfKstLf1SbpolsJ12OwJuB17fl8api6vEo8Tjl23X8nMq/G7x8rTTI9gXHbGSWmCUuTqjFSRjxZ6nOEchWMyBvYsYqcm+RNlwq3iIWOiB6y2uHX8D1WkVPdFodMgJ/9GPfoRHHnlEHp955pkhj4sXm52JFUVRZiKlbjiOldm6X8ohpqLk7XiZCINuopLqc42+zS19Y6qelW+fIokk7nxuj1xXDeVmxbFkRxeOefweXPPMPWjYm5UG8NhjwOrV5r/f+15MxoTGhUfXYXNzP3a39+EcL3Dz49uxaE55UR7eqR5XW1v68ZOndkjuEMWLz+VAVcCDxbUBERosZGH2yknJsmvPWDhYPjxb8OXL0eF7uyMJlHmcIqYogiiiXA6nfGZPOC6ha+sPjm0sTFTxgNEIkqmgcyAuhUhE/tkA63Llo/yxMalhyHqlSlGiJxQKYc6cORK2dtZZZ2Hbtm2y3DppuY+KoigzmZlgOI6F2bpfyiGmouTtRDARBt1kzIaPp3pWvn2iMLvrhb3Y/8LruOqBO3HB+qfgSZpGYdrrhZ0C54YbgLPPHvM2FzOhwX5B//Oo6cGaX+GRMCSGdhXr4Z3KcfXoplbZVgoBhp0lkmlJnmeFNXp6WKLa5SgT8cLz8dGzF4tYySf4+BkcDjwGzANLG2m47HYpwEAYhmiVPSc8t4YXIqy2tfbB47BPSCW16Sr5jQkMiawKuqQZrDSEddhgtePhv/m/eMqQ17jejBY9brcb99xzDz784Q/jxhtvxFe/+tXJ3zJFUQqiSeiTy0wwHMcyBmbCfinjIzAFJW9LiYmeDZ/QJpy0ABkpk0xjrjOFy954RJ63LDoKT5z7Tmy96J244MyjpO9MoDsyrvt4vgkNbi+9GLFUCt2huAiCtyyoRNDrACIQ78Zyr7soD29gisbV1tY+ETwtfVHMLfegI2ST3JtYIolU2tw2VtQ7uakSLX1pnLCgEo0VPvzkqZ15BR8bmr60q1uais4p98jjwho/yv0uPLe9E3PKDgke65hRaM2t9CISS6Gu3CdhdhNRSW26Sn5PVI5nwO2U0uDReAox1u7O5PdQ7MRSZogbX+d6pUpRW+ZyuXDxxRfD6/Xigx/8IL73ve/hlltukWIGfOzu7h7yqB4fRZk8NAl98gmUuOE41jEQKPH9UkrMaD8CGfeMPJMdHn0U+OlPYVRX46GrPy8eieXnnIHnP/Rp7Dr1XLSuOA6doZgY4y/cvxkLa3zwuZx5r+FiJzdYGa8rHBOjk1qLleN2toelbDbD7LoG4hLm1RGKodLnH7WHdyrGFff1968cEC8Lq6ex3HcNbJJHQk8OCxnY7Wm09kbw5gHbYB4Pc2ryebBZmY0V3ljWPOWwY2F1QLw+zAHqiyYlNK4/mpL3uBx2+Q6z/LlT8nVYrIBNSnnsJ8o7M1W5OpOR41nudclfNJGWc85S7ISP/CePo7VOqTKqXzaGt6XTaaxevRrPPvss3va2t+H5558XQZT9yIOhKMrEo0noU0MpG47jGQMTtV9HqqdxJux3qYfRTNXxTybTY+4lM6YZ+YMHgdtvB267Ddi1SxYZfj+2nHwNvGVl4nF5/tob5ZobYowbBuYEvXA6bIddw8VObnA9lgJnM9TdHWGpNhbmBIbDjuqgGw67S0RPMmVgW+sAavxOLLaNzsM7FePK8lZRuLFEtLVtDeVeud9x+0LRhCynV+qDZzTJcciXh2U1h+X20ZPWE0lgT1cIu9pDIkJjybSMJ1Zsiydd8LodUsTAanjqctgQS6Sxcm45lswJTKh3ZipzdYa7ZtKjzPEMeJxyPjhW44kcO9+ALOfrXK9UKXrL7r33Xvzrv/6r/Pub3/zmsMJowYIFE7N1iqIMoknoU0epGo7jHQMTsV9HqqdxJu13qYbRTNXxZ07IHc/uxu5OVptKyyz+opoAPnL2Ily00qzwNWEz8k88YVZbu+8+s/Q0qahAz7uvxq+PuxSvdiTg7euBy+FAtd+NJXUB7Mwxxil8qrzuIdcwHUZ3Pj/y5IY1CcLk8boyjxj0FDz0WKTdDvkc6ecJM5wtmUpjV0cIJ80ZvYd3sscVj3PKSMPjpNfFgCez4bxHzXN5xTPTMRDDotqgbEdTph9MPg+21RxW9jltyD6+sa9HhB8/j/1k6MmJJVLos9mwrC4oFcesfko8D9YEEM95KXlnJuqaOTDKHE9Zg16dNFu0WsFt5qP8GYasU8pHpSjRw7C16667DvX19QiHw2hoaBi2OemnPvWpidxGRVE0CX3KKUXDcSLGwHj260j1NObut8/llRCc53d2YGtrP268YBmOaiit/Z6uMJrJ8IYVM+4o9Pm9j21ulXVp5NYE3YOifmtbP779wGb5vGKFD7eb22/tDx8P25+nnwb+8hfz3+ecI311dpx7KX72eps01PSmIoMNNdv6oxLWRu8CiwjQGKd3geWts6/hba39UkFspMmNRdWmB4LrHVUflPyUl3Z1YSDGpq12JNIG2gaiUv3Mz3wMh11EQHcoAcwZm+d6MscVP6vK50Z/JIneSALurAIDfDT/acOqxnIJbRvOg81jbJagdsjxoQjk8S73miW6JRnf5ZBwt0giJdcxvToslJBvAqjUKqlNxDWTTBujyvHksemPJjL5PGa1NuuRS7icJb653owWPVVVVWhubsZf/vIX8fKsX79eBBB79eSGsqVSKSQSpvtRUZSJQ5PQp55Si7+eqDEwlv06kjyN2YY7DcYH17UM7jdn0ln2l7PIZt5ECN+4byO+9o6VOKq+fMTPC0zhGJpqQy17Zpl5JPQyzK3w4eJj6nDW0tox7XMx4+6uF/eKF4Xf//T2TklErwm4JGmdoqLMa/Ze2dsdwZ3P7cZ5y+cUFeqWvT/xaAwnv/ksLnzmHrj/9gbM/cg15krXX8+ZYeDjHweOOUa298EndhRsqEmDmsZnjd8tXh6GU1neBesa3tURF+NxYU1g2MkNhu9lT4JUBzxYzt4xAzFZlzPy4VgK8yp8WNXoFw8PjX+HzfRI8d8H+uKj9lwPN67GM9a5Lu9NHQNm+JnVj4eeOlZZY9NQ5vq856QFQz4znwfbYTOFTXu/mctEA5/H1nofvWv83DlBj4Qb9oQTUuGOx2ome0RHc69++/FzR5Xj2RtOiBjlp9Hyt1r1WI9czte53owPb/N4PLj66qvl77bbbsPnP/95VFZW4sc//jH8/pmjfhVlphLQJPRpoZRm+AITOAZGu19HiqcxNyQklTawryuCoxtMwcMQGR5nGmM0VkPOpKx78+M78OkLlx1mKM2ksLiJmln2ueziTaDx/cb+Hjy5tQ0XHF2Ha043czBGw0jjjt/1+OY2NNX4RdiwWheN23AijURfVPJBmJjO5pLM7aHhT7Fw2uKaovbHvnMnrnr+Xpz42D0IdrfLa1vjCYQuf4e5L42NwHe+k3d7+Z0Mm8puqBnwmH1iaMBXBdwyFrL3KxxjpTID8XRKQrEkZChnv63JDeYr5U6C0IivC3rk+ubbQrEUjm4ow5wyr3iXNh7sRU/IFD00UCfSwB/vWM8WL3Is4kn0x5KIJxMienguP33R8rxe1VwPNkPhGCbnsBuoL/fI8XJlBA/FED+PuSflPjY5tcs1fvHKelx6bMOMCF2biHu1AYwqx5NV7Og9LJS1z+UMS+R6Z6I0GZN19LGPfQwXXXSReH5U8CjK1FDKyfXK7B8DR4KnMV9IyIHusMwEb2mBJDdT8Fh9PXjM6U3gTDLXe2h9i3jQLIPpSAkHzJ5ZprBgkn4kI8yr/C509MfwzLYOqfp0/Tmj2+fhxh2P/8GeqIQncczTc8JKUl6nXc4Pl3eFE5jncpgCyW2GOlEsDLs/qTR2/OBn+NCf7sLRG146tC1VtdhwyZW477TL0VDAq5m7vRwrJy6oFCPTaqjJdzCi7fjGchk/zFNh6BkF28t7usUop7eKZabryrwinHgcmadiJt6nZX0e69xJEApxenwYSkejnos5EUL4GcwjOm1hBZAckLDMptqyCTHwJ2qsZ4sXfmZPJA67zRSP7z65saA3NZ8Hm+Pu/nXNIgB4q+Sxc8L0GtHLQ+8gxwXHJXN8jp9fMaMnbEZ7r44kUqPK8eQ1bVVsKwRf53qlypinhBctWoR/+Id/mNitURRlxiXXK0fGGAjMck9joZCQSr9bZsg5K05DorHSnD3l/lIMheIp05C1AX9d14LjF1TircvnHFHhgNbMckO5B5tbBsToyW74WBlwy/E60BMe9T4Hhhl3FAH0JtG459jzu9IiQDkbzSR4VgHj99LIZf4G/01j12pMWXB/eqM4+je3YeH2dTBsNuw++Rysv/xq7DzjAqSdLjijiYJezXzby2Nx6qIq2V4Kn/Zylpa24eXd3RJmxTlyhsExsZ7X85lLa9DcE0VLb0TEC0URvVjs98OQykg8LZMf9FLkToLwb2ldAH1RepOimF/lg89tl1wM3iNqgh686y2N2PzyDjRWTYxHY6LH+njCiod4sBuAhgovHljXLGGoDBnkcQx4XCJ4eKxZkZgieEV9mVT4m0ymKsx1NPfqBdX+onM8zbE6MsWuNx0U9eu0ceNG/Pu//zuczpFX52Bn6eoPfOADE7F9iqKUeHK9cmSMgdnuaSwUEsKZ85qAB31RM2SGv+c0GmhQUuzQkKEoqvS50NYfw69f2iufwXNyJIQDZs8sB9NOMeqDXteQfabQCBlJVEnezej2ebhxx5LP9IiwMhvPU9DjkHNB45uhTMzrSBhpMcKyjdsTGyuxryss2x1MxjFvzX2w//IXwO9/zyRmWf705R/Eqo692PC296C/vrFor2ah7eUjt5HjhuFmDG+DLSoxQRxDFNUcT5VOlxjmy+uD8vksaNAdTohnh2FaMGwo85mG7C+e34sLj64bnASh6EylTTHIwgUN5XY55ns6w0PuEQurvDBLOkwMkxH6OlFhxbwf3nhBUHKnbn58u1S2K/c44XLaRAhyTLCvzHVnLSq6pPlYmMow19Heq5cVKzKL1WclPIdTlOipqKiQogXM6xmJ1tZWfPzjH8d73vMeaWqqKMrsTq5XjowxMNs9jYVCQqyZ8/aBqOSp0FCSDuTJlPy2SwPFAHMoIAY3jXDOap9/9JxZHw5oEcjMLHMmnSWRXVmJ+YTGvMNuF+OS1ctGs8/DjTuOfzb1nJfxvvHvLU1VEkrH5pP09FBVUKxSkPL7LzmmHj99Zhcir7yKUx75A05/9gHYwwPml/3yl8CnPy37s+msS9Hsd43aqznSdcIQM0kCNwxcekw99ndHsKmlH+l0XIQNjfCntnbg3KPm4IT5lXhqa7usy9CsWNIQzwUNWn4OP39LSz+uO3MRfvPyXryws1PEEz+/0ufG6YurcOHKeglpy75HTHSxqbGEvk5lcQ9+7vtObUJt0DNYypyFSCjGKYIpeIqt6JdLMfsx1WGuY7lX24sQmfRGFkOx65Ws6GlsbMRnPvMZ/OlPf8Jf//pXSc7L7c3Di+gXv/iFlKxmWWs+V9GjKLM/uV45csbAbPY0BoYJCWGOxKp5FVLhicY0K0uxKhgT0xkmw/LANGg4m7ykNiCz2uzkPpvDAfPNLL+0u1NyVLJ7rHBmmVXCeGyYxzKWfS407k5bVIOltTEx7nqZL5M2JHTt7GU1eGNft1QBY7gbczZo3F62pBy+X9yOtz70eyzauXHw8ztq5+H11Vdh2XmXYvEEeDWHu06YN/LH1w6IIdoTSWJ7e0iEMrfT73bIPtBb9vLuLhwzt1yWNXn84qHg+xfW+Ae3x/KgHDe/QoQdxc1R9WUi7nis6U16cH2LbMtE3ityDX1WOBxprFPQMXyPjUSZa/PG3h7s7AgV5fWYKIFEYcPKfWNtWjsW7810hbny+687ayF+/8oB2b60kRYhPJ57dWXOZMZ415sORrVlTU1NOPvssw8TPXQbU/gQCp1/+Zd/0QIHiqIos5DZ6mkcydBlPsXbT5grHd3XHeiVRpDMJWEpXKlY5qbBE4Df4xSvAj9jNocD5ptZZs4O94sJ+OwZw2NDwcNjs6TWL0Y4xSM9FzR+A6MYO7njzsfiBAAe39KG53Z24s39PXA7HeLdKfM40VTtx9EN5Thzaa30dWFI26/ueQnvu+WbcKRSSDld2HHWRVj3tqux58QzsK0jjOM67fhU2pgQr2ah64T9gmggs9fTpmZWAkyi2u8SUcPSvxQHqVRanlMUJNKsMkYhYRuSJ0W4Tcz7YTNWhsDRMzQ0NNM14UZ1PkOfQr/S75Jjk2+scxvofvr1i3tFbDC00OW0Y9W8ctmu4bweEx0WRoEzUuW+Yo9DMd6b6ap6ye1bs6FNyqUzvJOhnnPKPFKhbqyTUyMVMRjteiUteu655x7cf//9Inis3jw8YRQ7sVgMt956K/bs2YMPfvCDOO200/CdrBKOiqIoyuxhNnoaizF0P3j6QrT0RvGt+zeJtycZSUjYFr0YFDz0CDH8jbP6NDinKxyw0Mz4ZIYU0ZC6/pzFYpRSiDBsi6KQhta8Ci86QzxWNnQOxPD9R7aNuaQxxx0NuvvWNuP1fd3SVJKeHHqYzIIAKTRHk1jkiOPz/W9gxUv7gZtvFkN7XcqHl9/+QcTn1GPjJVciUmUav3xnrvE5EV5Na3ut407BQ2+Hx2GXAgVW/pPbwdLbDjkv/DftLAo3CkZaW+x7wqID2f18CMcSc3hYwY45ZRQUrDBI6G2jgGKez0QZ1Vtb+iUvhiGK7GezuCYgFcA2NPfJueVf7ljnc14zLDfNoiAc+7QhWQp+W1vILCoQcOf1eowlLGwqwuZG472ZjqqXucetsYqewiT2sU/V87vHHE63tzs0oeuVtOhZt26dhKyde+65h6lVsnPnTpx33nmSz/O1r31tordTURRFUSaVYgxdGjKXHzdXwo9oUJkCx5zdzvXg0Nia6nDAQjPjR88tk6aqk5lIzc/56tuPwQUr68T7wGPBGWbKChpf9IA190XHlddgGXQUT/Qouex2VFW4MBBLgRF1l/buxIVP/wXHPPsQ3HGzSSf+8R8RCpg5Vs/87f8R47wY43MivJrW+eBjdyQBvrU/kkSSETKZ/Cezsahb8sS4H6zK5pVeQ0kpnMGZc3pT8nkLGf624WCfVA+kAKGHiHA5ixlQDNH7NV6jemtrH75x3yYZP6wGx9BBhnYy342GPw19ilv2HmKlNB5Lii6qNgqetzRVSoEFlhVnNT++RqOcn1flrzrM68HjPNqwsKkqFjAa701giqteTmY4ncNmn9D1poNRHWWGtjFs7ROf+IQUN/D5fJgzZ47k/HR2dop355prMl2KFUVRlKKYyqReZXhGMnT5eNmqBjE4zZlUh4SPRGLJvB6cqQwHLDQz/sKuTvzpjQPSzZ5VwSYzkZr7xZLdZy+tHdxn5nzc88ZBOT7jMcSyDToa0rs7w1LJrDrSh7957n5c9Ow9WNS2d3D95vlL4f27T6KqthaB1NiMz/F4Na3zsbcrLE1H2aSUwiYcN3vtcFcpSOgRY9YAvT12m016xrAcOr04ZyypRiRhVp7jutneQoq33mhCPpdChMsTSQbJAZGM8GnujchnMo+GJZzHuh9svktDn2Fs3F4Wp6C3qj+WkD5EHG8MsfvwWYvk+3je6dViSBuFEM85izFQ7LkcptBjThzPJcVQuc81RHiONixsKosFjMZ7c1Rd2ZSGuU5mON3yhqB4RYeLXrNl1itVRi0tWY769ddfh9vtRiqVQltbGzZs2CAFDvj30ksv4d/+7d8QDJbuTiuKopQKU1nKdDqZScJuJEN3tKFPUxEOmDvDS2hMxlIpDEQT6I8kMCdohhGZ5ZMnN5E6e58ZWsb8lLEYYtnjhkY0rxeuL+GFNKLtwJKXnsTH/vS/sn7E5cFzJ1+ErX/zfqxfsBKfvvgoVFWUozFtTKnxaZ0PCp7uUExC8Gjk07hnCN6+roiIAPYZ4nOnw4H51X4smROA02bD9vYBHDOvHF9cfTR2d4UOG2vMh6EQOtiTRlM1c4UG5DspSGiWhmIpdA2YuWZOhw1r9/XgrKW1oz7H1n7Qs0YRJQLNZpNtcAcsb01IhE8saTa8ZC4VYd5WLJUWjxOhd4cFQCiY+H5WT6Ng43HIFZ6jERZTXSyA21esgJ7qqpeTGU53/NxKKdpCEZ67tZYY4utcb8aLHsaYfu5zn8OXv/zlIcuZ0xONRiWf55vf/CZuvPFGnH766YPCSFEURcnPVJcyLXVhN5XCaLzfNZwHZzw5NcVuF9ezes1wPRru1gwvc0V2tJlleSOJpJTa9jrt0iPGmlUvduZ3Is7JWA2x3HETS6QwsGc/Lt32FCK1dXhu/pliON634my8bfEJePT48/CXlefBXlkpBvqClDHouZkI43M0x4Lrcfvp4aHgsYoQ8DzZYENtmUe8L+VeJ+orfJIjw/wnVmHj9iysCeDqUxZI4n2+scbP+d4j2zCv0iceIjaFpdFJMRhLJCWnh4IikHRKg9LX9/WMaXY/23PAkLbsynzZ3pr2/thhnrJcccAwUIbE0UNEwUTxQxFEMZQrPPm9xQqLqS4WMJY+OFMV5hqYxHC6uGGIKN/S3A9WpbblCB4OiyVzgrJeqVL0XlPsnH/++TjzzDMHxY7VrPTOO+8Uzw5D3R544AH8+c9/VsGjKIoyDNNVyrRUhd1Uerwm6rvyeXCGy6nZdLBPKr+FEkkEXE4xei47rmHwO0ezXbc9swvbOyKD67FMccdATGZa+R00bmiQOuwuKbVNb0J0gJ6F6KDoGWnmd6KOU2AMhlj2uJkXdGHl9lew4p5fY+UrT8KZTqF93iJ899Oni6Bw+3z4zA3/LdXikikDjX4XWvtjqE+mJaTPYjzG52iPBY8nc3goPHgeeH1zP7k/9Iak0mkRELGEIYKHif17OkMFtyd3rNGLYglJCh3mAcUSacmZ4b2F6zsdQE3QLctZ8GHDwV55b184Ko9cbyQYvtYVjqGhzCviqi8ShzvoGbxfibcmmpAwOnqSsj1l+cQBc4D4mfQcMRKPfYdoMvN+ly08RyMsrIp4U1UsYCwC2hKu+7rD2NVhJvozT2t+lX/GNJEOuJ1YUV8ueXQbm/tgZALd+F8W4Fg5t1y+m+uVKkVvGctQ33fffXjttdfkwF111VW48MIL8Td/8zf43//9X3zpS1+Sv09+8pN497vfPblbrSiKMsOZrlKmpSjs0mlIVaGp8HhNpnetYE7Nzk789pV9kmxuVhkz2dUZwubWfnz24uXyvJjt2tluNtKk0VFX4R9cj2OJoVQUPswXGSxvbKRkNp3fSsOQlb4opK1zUWjmdyKP02gNMWvcpPftw4deeRCrHvoDytsODr5n7YJj8MjZ7wBSKcl/YTlxeguYL8MCAKF4SiqFMQeGhROyr5+x5FiN5Vjwc1lIjdtEkcnjTE8bvRvcLqfdwT2VczIQS0hlQHp/itmeXCHJfacg4Xd5nHbxxNCfxONY4WUzVB7jJG57epd4fZKpJC4OAt9dsxUnLa4VY7VQU80/v3ZAvIa7O8IyflkoIUHDPugWwcMeQ8xRqgl68ja8zBUHPBa8F6w/0Cely7m9vZHkYUJvNMIin6jmuKJXk6FzvB54jLjeRDEWAb2zY2DSJ3YmM5yusdInOV0cxwG3AzaDn5FCwOWAYbPLMTh5YVVJl+EvagSw2Si9N/zjzeqf//mf0d7eLgUNAoEAXn75ZTz77LO46aab8I1vfAPf//738aEPfWjyt15RFGWGMh2lTEtR2G1r7UdPOD4lHq/J9K4V+mx+LmfH21jNymVHY4UPAY9DZrlZ3pq5Fne9sAfVQc+I27WoOoBHN7WhEZAS2YbNMWjYLar2Y3dHSELesit90cBmaBs9AAwvopFqhbjlCg4rfIsz8TR2OwfiOKp+/MdptIYYZ8PZd+eTv/kfnPT8Q7IsWlaB1869Aj8/9hI87a6XfbZHEuLhYrgYrxPmmtD4ry/3ShNP5gBZ189woWm5oYK5r41lzFhCb1NzP+IJengSIni4fZwbjyTT4pXzuVi+Ooant3XgC6tXFN0oM1tILpsTGAzz4iMLHNCbxPwbnn8aqeb+h7Go1o9gJhLnwQ0tuH9DG45qKMNbFlQNMb4PVcmLS08qXqPcZ3qk6DnqZbl2m01E0LK6IG48f1lew72QOHjniY04fkGFhPTlHvPRCotcUc3wzu2tA+Lti6dSInpYUIChnhPJaAR0tnBmGfFg2om+aEIa+vK8sNz7RFZRnKxwup6wWXiC9w5/RkFwd8PJNOIpQ14vZYoSPazY9uabbw5e7BQ7n/nMZ0TwZFd2W7NmDe644w7xACmKoiiFCUxxKdNSFXa7OuLy488chsn2eOUTYdkzwkGPQ0TYeHMfrNwNfu7uzgFsaRswQ69iSelZQmOUhj47wrf2xfD09g4szoS6DHcM2EmeoTGNXqAnksTWtj4x8JjQ73TYxdhNpA0Jq6q222Qmnoa2w2GDx+WQsBR6A2gQ82uyBUf2LDTDmTi7T4OUVcGYiM6Zcqs0t7U9+7s5+28KjsAIHooRDbFQB/DV/4c9l1+F2zvcWHewF786fjUcbS147Jx34uWTz8PW3pQ085RjlIJUN+uLJuU64vmi4VsbMA16ijyGulFkDBeaRoabfS8k3K3zS0/F2v09ciyaag7ZRDwO7zl5AV7c1SWfwXNEAcJKfzTCbZlrnOPCMGK4f12zfObVpy4ougeQJSS3t4dQFXCZZaszx4ffxfHMYgcUKRRXHANMQt/ROoBTFkAKW3RFUjKGGBJpea0o4CyhR9HLRrNv7OuRUL0qvwv9UV7TDlT4nKgt8+LGC5biqPrC2zyeCobFvDf7WDB3iQKWoowCjX98nT1q/ufR7eJVnchw2WKKlGQLZ17zzL8avG7tNrkOOU7/+YpjJrRv1kRXjdzfHcbmln65z7BQBo8t6ZdxbJP72paW/sOuhVKiqF/TSCSCK664Ao899pg8Z4hbOs0bqSNzQtNSzODKK6+UP+b+MBSOpawVRVFmO2NJ9p7M2OtSIVCEsLPbTEPQqvA0mR6vXBFGI4TGu2WA8JzxLGxq6Ru16Mn+7M6BKDYe7EdrfxQdoZjkbTDUicYCSxNzXYosll2ukE72EdmGo+rLhz0GNGD5HWTd/h70xVgRzCW9XpgfwuNMXHab5LrQSGVoG8VUbdCDA91h8Srws6r87kHBQbLDt2gwb2sZwK6OAQmno1eI58fqy8LnPG4/e2a3CNZiQ3UOM8SQRuOTD8P+7VuBNWtknX1v7sOud/2dGIHrVpyETy48Hn3hBKIHWYTZLOtsVgGzidFFu8vvcUg/Gv5taR2QamkUfhRAdzy7C+0DcVk3NzSN55nke80SABQlucKd5aStQhGJVEqONY/FtWc2Ddl3elA+c9Fy/L8HN2NPZ1h67rCSmnhi4il5rA26xVhkjgtDFnkeig0dzBaS9Izx2HAc8HM5ZphiTmHCMDK+Jvep7giimV4+bpcDZWCIWgrHzfOIZ4Req7cfbx8i9Nh0l9XZrH1OG/T0pHH2slq895T5o2rUOhaKeS+34bozF+Erf3xTxjivY4r+Mr9T7j0U//SqsoT2RIqLYrCEM4Xn2v3Mt0sOuW7Zb+qxzW04/+g6Kfc+UUx01cidHSEZP5xoINl37JRhTkCwKTHXm9Gix+v1oqOjY/D5F7/4RZx11llD1uGFsXr1avECvfOd71TBoyjKEcFYk72nupTpdFCMsGNoDEO/psLjlS3CaGxw9jrbAGHoF5P+/7q2WULERpus73HY8freLpkN5XZTzNHbQOQhMzNKA5TeFhqQ1X4XmHFDA22kY8BZYn6HtYzGqHVMmcdR5XNJpTZ+7zmLqqTCkuWhISxmcMqiarzzxHnyPZag/tETO4aEb/EzmBdjFWGiKGCInNWXhWKNs+n8ap7fQjkuhSYDFrTvA269lVWQgPb2wf3cceKZeGnx8VhY7RePGN9L0cacFB46Vodin5dE3BCPAz0Ve7siEmLF7WF1MdOLYoiYOKouiGd3dMqxOu+o2sFjy0fmJDy0sVWysC+V68yeN2zt7cfPHSLcKXjMcWMWiuDxTabiWH+wBz94NI4bL1gmYsfiopX1cDls+Nd7N0rukcNmeogofuqCbvlsCm6vy4llc4KDwqPY0MHsBPnbn90lnsBFNX4Jn5Q8p1QKL+7sFG8PBTbHOCvGWVh5OfQQWh48Gq25Qo9jrWqRW7adY5fCmeNouqov5sPDcsq8LvwuyT2RynBO+6DnlV7V53d2ybGiZ3mq4PGwqijyfpNdyY8XGcNdKdQe2dgq/a1K9Z6fSKXk/A8HX+d6pUpRvyI8OValNivc7Wc/+xlCoRAqKw/V47777ruldw9zexRFUWY74032nspSptNBMcLu3Sc3Ys2GtinxeFkibN2BHgl/yTVAaDAzF4TVsLINz2KMOe7Tnq4Q1u03E7SpTRh+RQ8PDXbqB9o4/A7pceKkgZZERzotoqSh3Cdj4PjGikEDPPcYnLSgCo9taJbQLoYu5R4rChX2bOHj7q6w7CuPN3OHaMjSo/DW5bXSR2Uwf6YrfFhYntnQEjBsFGOm14jbb3okohIqRMGRva2HFacwDDmvh00GrKjGsnPOATITqcn6Brxx8ZX441suxSNRv4hR+7rmTOnlNOI2ii8b+C2iGxmulNltep/mVXil1w0bY9IYpzAMet2YV+mFgwUceC5snKUOi3drIJYSLxvLX1NscJ+5rNx36Jhnh/DxOy3hTqFEb4cpON1y/g70RiWXyBGKSZGIb9y3EV97x8ohXrtzls3Bu97SiJd3d8m2v7GvV/anI8TKaAkZF001fvGg8byMNpyT76ERf+0ZC+V+1NZv3o947gf6kojE09LEleWtNzf3yTm1kPDHTNloy6NI8nloeVy4jRx2PJbZr41l8meiRRIFX0+U/ag8UuAiG247RR89alxvKkVPwO2UYi0cpzxmZiW/pOR5ccxSyHNi4bntnXhuRwfOGae3Z7LE576uMNIjfXdmvVKl6KmzHTt24CMf+QiWLVsmhQ3Wrl0r/XgqKiowb948rFy5Epdffjl+9atfTe4WK4qilAATlRQ/GbHXpUQxwo5G41R4vCwRxhK3e/b3ymywkfGADETZ1d4hnifOfluGJ3NgRjLmaPDd8dwumUmmV4KbKgIChunhyWB+F7vSiwSSGfZYksamE+39UQkNae6JYlVjOeZW+g47Bkxyf8vCSkR3QkLXPLAP5u1Y28/jys9ZXBMUrxX3gx4Q2RoD+ONrB7B2X+/g9ueG/HGmlvkwdeVeGdsUCKlUGs09bKZpyPHg9zF0jHlF3LZcsfDa3m5sae2XfT2+Zx9OeGEN1rznU5K0TY/I5y5/D+Ye3IU9V12DW8uORkc0LddTpK9XwpLooZKkf7ddBJfkvfD80XPlcohBSw8aP5/GfH8sKSJLKpOlDYSiCWxuNnM6KG5ry9wi5J7dkRKvEMUOX5PiDh7HYHPM7FydcCIpY3L9gV5JuOdYePNAr4QscmaeRRIO9poCYV6lR657nk+Ok5sf34FPX3gosZ/j7rJVDeIBfGV3l4i5oNc0yvlv7htDzCjcWHp6rOGc+a41ihmOV8JzxtwvCktrXzlueK4pvGVMOR2SXzaa0NvcyR+fyyt9e57f2SGlsnO9X9Z7JqOSmU0mGAqV4p6e/jE8TnMrfHhjf494KCl4zEp+hpR6Tqdt8Hns6IslcNdLe6WM93gqSE5Whbj2gfiErlfSoqeqqgrnnHMOWltbpUfPKaecIl4dCiBWcnvppZdw880347bbbsNDDz00pMiBoijKTCbfzNlElpye6NjrUmMkYVeMMJqo2Ut+1hXHzZWeOWL4huMy003DjxXRGMbDmVduw6bmPjy5tX1YT56V9M1towChQc6tokCQ8BX+0EqukCHGPL+TRo8IojRFsgMnzK/AvEq/FA5Yf7APr+/tEaHCPJxcrx/7ZKzdCVT4XOiJpcXQdmRm4DmTT0OK3o7rz1mEPV1h/PqlvTIzz+2kpyZ3+3kss2f1KQAoCqoCbjGYuV4oagoP7htDumjwU4wwzIu5HtnCh+u0NXfi7Zufxttf+ivmbVoryx+rW4k9c4+VktrPLnonqo51o689iWRLl3gNKFzo3SnzmF3sI2EWLWDBBR45E+n4ninJzO9nGF8kkpB8KB7qne0hMz/MxUIRLricdnSkeC6Z08P9MqS0stPjQE8oIbktiWRaRBKPtZWr09wXkXPO1/6rN4qldUE0VfllOynMCcUUzyvHod9jmlI8vhRi9CbkTnjw36yC5nOZYZTcV4ZfUbRV+ZxmgYH2AayoD44rnDPftcbQqjuf2zNYanggahqlDLei4Oa4J5aYWVDlH9FDe/HKerPSXzSBP79+UPaZxQx4LjY39w/mO/Gc5Hq/JqtsPENS6c1hDpi3/HBPaG84IXlfXG8q4Ri4+Jg6PLm1TcQgxwjHlttpCm6O00qfe3AiZKwVJIs9rumx3kuL1Yyl25u0ONFDccPmox//+Mfl+a233pq3Qtv3vvc9CXu7/vrr8dvf/nbit1ZRFGWKKTRztrwhOOtLTk8kIwm74YRRvnPAzuAnLKgctuRtIdiX5Nh55SJSaHBkVyYjNO647JXd3SN68qykbxrEezrC8j5+LveUM+cSPsRSypn+MczfMYUDy0Y7sPqYeqmARRZUB2Q/6FGg0UMjhUUIsveLxgxlRG3Qi6Pn+dARiuNgTwThWBKbmpkknZbxSU/Fm/t6RQycML+y4Pbf8NYlQ2b1pUhAxhtAcUEvDwsFzK/0yX7R00PvBMUaxZu571Xy+XVb12PJn3+NG5++H4GYGeKScjjx4qqzsDvpFA+KhAumDAn1kf4pTrscp2TKFDgUPx4HixSYtpOdU/cZ+K/eaAJBwyzLHIqxKWZMxAf9JdwuRttxHX5OpY+Czo7uCMtZMyTLJQZfS39sMKwongZe3dMtYml3Z1gMY/bNoUCSpqIwpBoVRQrfv7gmIOKGExo8BszFseC55rHLN+HBf9Pzdv5Rc7D2QI8YvxQPrP7G/XY4UugaiGGnw4bTF9eMK5wz37VmTSq8vq8bvZnmpBV+J5bUVch5tZqDWmKGIpfeKSb/U7hkT0SsaCjDmo1Wpb84drQNiKDjuWTomJXvJCXSnUO9X9mV4Sa6bDyvlTOW1Mi2UYRRUFqe0H42bTWA05fUTHhD0GJg49YLjq7D45vbZLxz33iMOZaYi8fxyIkXCrKxVKvMjTwgVlXK+jIPWvpMIV4w7LQITxC9zDwlw/W05etcb0aLnng8PqQwwS9+8QszJjESQXl5uVRvi8ViWLx4Mb773e/ipJNOkt49p5566mRuu6IoyqTGMA83c8awDRpts7nk9FSfr3zGWr5zcLAnjHveOIg/vLpf1ucsfTH5A1Y3dP7wsxHkvq7IkD402eE7C6p9aO+LjujJs5K+awPMI7AjmjSbRLJYAQ0adqungGBEEauqzavyyXhx2GI4dVHloOCxYI4M94UGMr8nexxzH7hthAbm9vYBETwch1Kty7CJoUd+9MROmTVuqh6+DDabd2bP6rOHCCt+tfTGYBhm6BXXZbEHCf2imPDTI2SIkcrzQuNq+d5NuObT7x38js65Tdjwtvfg10dfiK02M08qHU/Bz55BSdM7xQ9naCOT6BNpFniwy+f3xw9ZVTSwuPUigKSoAkPBkuJdaeuLi0g7uqFMqmJxa112Bxz0qjG0LZqE227mKfH9NDYtQ5ALuP1JgwIsjme2d4oXhO+LJc3kcuZZ8ZxyH+n9MkUVxRbLQhsyU589bqxQMQpxVmvLnvCwwgjneX0iuOklMz/HKYY5xyTD7ZbUBQ8L55yI+1v2pMLGA12I7nwV8yv94rGi1yxXzAxOLtQGcNVJjYONUy2vUXalv90dAzJeGVZJEcfwLGvM5Xq/civDFRqXYykbz2NyzelNUhRga0t/JumeZ54V8+w4YV6ZvD6aYzdRvy3WtvF6e3lXlwhMCnIp+R5LZjxuQXNc98ekYEih3lH5yI48oLfNqrRHYU+PIsf209vig2GnY/GwHV1fLkUwGNZaCL7O9UqVon6NfT4fTjzxRGzduhVHHXWUhLnJm51OHHvssfj1r3+NY445ZnB9hrhR+CiKokw2kxXDPFLOztbWATGCaHQeVT87S05PhqAczfnKdw4YgkTjnOFKNIj5A04jfbgfbn7nXS/sxQu7utATiUvcP41Zzspzv/jZueE7rHL259cPjFhKm3AfWLiAIWEs2ypFBWJJCfXyuh1IRZMSSsV/M3SIxlzAHUJj1aEwm+x+QTy80URyiNFsHbfd7X04xwvJAVp3MCTrcT/4vQx5O7axQqp3Ma+G3oQVefqn8LuSGW8Lz8O5y+cMCS+kWJcZXZjd7mm4UsjRqGd/lsU1ZXC/8hKqWg9gzYkXiSH8Su0SnD53KXbVNeGPJ12GrStPQXnAIwYYjwMNJRrEFBU8rzx+DPUze+nYEU0ZiBhpydvJrf2UHd4m40LyaHwiRFbNrcDOzpCE8FE88DPpBTILSRiIsTCCzQavk2MngUQ6LRXw/F6W4HbJGNrXFRLjj14tfkeZz4m6oBnSRei1YL4NPQT0CJk9dtLixeCxOZRTZRquFBG5Ex7ZYYRWCWga9zRw+X6OSd5XzlleK++Vgg0FvJxjvb9ZkwoNZS7cvxP4+wuXI5pGXjFjGcQbmvvEUOf44LWfW+mPnkR6u+gRC/cnYbMPvV5yvV/5KsNNpIecx4S9eB5c3yK9h5jDxTF7fGPlqI/ZRP+28D3XnNYkHmFeT+FESgSJGVoblPsOwwU5QcDmwAxxLfZ7LVEdTdhlvy1vm8thjk9eh50DZs8mjrGxeNgayjguzGu5EBRXXK9UKXoK8ne/+x3uvPNOfOtb38K1114r3h0WL/jDH/6A+nqzzr8F830URVEmm8mKDScj5eywOtTerrA0/JtNJaezRU5Hfwxv7O0ZNFRyf3xHK4hGe77yNfy0qmcxN4MCgbPjnMmlEZbvh5vf+b1HtkmYDg00/sCzeBWNoVA8kSn3bM/8Hcoj4r8fdLYU9OQxnIwGu3iNgh5sbO5FOGYmyotXI5O7YzWKpMH8/tMW4MKj6+U9339kW1YZ5KH9gmh48/spWo5uGHrcGsvdYv1TsFDwcPwxtIhhevFESjxZFD88ZvQ28DNYFMHCylthQj5Dati3ZMOBPjmnf3v+0sHzyfc9tbVdjEfO0tOwXeyI4V1vPIbTH/0Tavdsw4AviMdWni29fNr747jxcz/BygXV6OqNItkbkc+gJ4Hbx31mZhNFKs8NRSdnoSkQKFC414YIFrpzDh87Zt8VKh9WiTBw+uJqMY7p2aIHh8KKpzyepJfHPP4UR/TYxCUczwmn0yFGG8exVcqYxmdVwCMhbdw+fkZjhRfOTB/C7LLOFFMcJ+84cR6iz++Vscn9oVFvGa4MgeM4zJ3wyC3fPgiFeyKF/phpnD/wZjNe2dUt6x49t0z6t4zn/pbvGh3cpiofXC4z5C9XzAwXypl9T+RxZf8melF57JirIhUKpS9QWnrQVPrNMD5+Ppnspsw8Jn83zuIwk/XbwpLUl69qwMt7umSbuK9WaC3vb9taB6T3FcUQf2OK/V7uI8U8m4Na1QUPlbN3wONMy/0ynj784irWw/bGgR6ZJKA3J8xQ1cxyPvJscSKBHm2ud9riGpQiRY8qVml75JFH8PnPfx5f+tKX8KlPfUoqul199dVDP9DpxMc+9jF88pOfnIztVRRFmdDqaYXIrWqVCwUOf8iZFM8fqtlQcjp7ZpMJ5wyvYD8RhrjQMKR3heWe+eN74dF1krBc7CzoWM5XvspiDNmQXAspp2zmg/DHPN8PN7/zwXXmjC+NVuszOfNP7wJL93Idfue73nKod41Vpjq7VLFV6pjhVKz29vKebglX+90r+6UYApticrabeR6pcBpRFgRImzkpCyq8+PBZC/GWpirZhsaKQwYwDcTshoVMsqfYTNpseGBdC+rLPRKDP3jcjBQQ5Qw6vSV2WiwiHKSYQCbcjOfkhPnlYkQf6I3II0PIaDxxrPK7uG1Mzqdhlc+gotg6fWG15EI4n34KV736AI5/6VE4E6bhmvB4se7k8/GORX50lVXA5w4NlrDm+eFx7g2bTUHZVJVibkDKI9vkuEnlKgq1VFpmvAnPoVVZTJ5n/vgfDgmeH3bt6Y+ZhSY45jgzznW4jxScNCDFgyTCh2LDg92dEdbUy+RuueT808CMxpPSF4eCLBJLImWYjUMP9MTMogMZT49V1pmfy+v72LkVkpjPPBUKQo47hrTxPFi5MfkmPFgFbkNzL17Y2SlinZ4lbnwowSa9prhiCWt+Fq+zhze2SIGKtyyoHNP9rZCn4uKjhxqkxRZlyeel4etsWNsZiqErxEmAtIy1aCSOtj4eW9NDx/44PHZWb6fJLFE/Xu/0ZP62SCW/4xrEe2YKKodZkCOWlKgBCh6e8+yw22K+l/vIcfPiri7MKTskeAZDL2NJ83pLpOU+yu8YrYeN1zGhZ50l360qefyvw2E2wuX1a603o0VPNBrFkiVLsGDBAlx00UXSi4fFChjals2BAwekkIGKHkVRJpOJrJ6Wj0BOVatCM5JMireSf2dyyensmU02n+QPMGfBeyJpmcVnKV2GejE5nLH77DnC9Vj5aZ5n5NnI4c4X4Y/6q3u68MqeKulHQ6OADSppaEpDRV+mslg6LSEbg6EzmR4j+X64+Z3P7+xEd4gd2m0SXsZcEhoZUlQgsxnsr8NznD1OrPLWm1r6pIklt4NQpNAwYc7OWUtrpBTtCzujInhowzKEhEY0q3R5XUxWBroG4vjJkzslv8bKP+Is/oGeMF7KlDCmocLQr+6w6b1h6Wy+/vtXDkgom3XcBiKpwePVE6XYg3hsrKIAPBYsL83zRK8Dv/vh9lYReGbBAEOOJWffl9eXodxn9lvJNagsg/nU3/4U7/79zYPH5eDiFXjj0vfikRMvgq+uBm9b1SBlsLlPVs8eK3xr3f5eCd/qDh861vSyUXSwUSeXSaPWeEoECs2obAafGWZIG9fjtlHgUETNqfJLjgKFCsUOxwOPBfeV2snrtkvBiAqvS/rg0PPldpqityMUkyp0iaQh60v+FCgkWXCB5a6Z92Dm9DB0jQYljcXj55sGObeDifmWqOBnF5rwyBYf/ZGkeOOiiZQUv6Dgc9nt8pn8Lh6vHe0hLKsNSNNeTjrkC4Fkn6Ztrf0F72/DeSpaekM45VBboiGTC9nfYRX4GKl/D8/3qYuq5bgxDLB7IIZwpqgE7xHBLCHP43DRyrpJK1E/ESFpk/3bUqhaJXsH8R4wUh5eoe9dVBsQjynPQZXf9DBboZe8d9vtNsnFyy7RPhoPG6tC8rrrCptXqj8zNll4JJwCWvk74TGbKM940dPT0yOP3/72t+F2u6WiG0/CihUrhqzHnj0f/vCHJ35LFUVRRumJGU9seG44ynAzktNdcnoiZzaXzQmI4KCXh2V0zabhNOjN3jJb2wakp4iZF5KWmT0a6DRWhpuNLHS+rHArywj9zsNbZcab3dVpjO7rDEtS8jHzyuWcOsUbkBZvAUvuSq8dJqpztjTnh5tGGCtvcdsZkmFtDz/DIcZ2UgSV/GXGSfaxZHiWVJ0eTCpJi3Dg53FfzRLQKfE+sYIYxRC3g4Y8DXPmhvCY0sBNppyH5R+x+hwT2lMOmySCMyxO9i0TpsKv5XmgUGrMVJyKUx3Yzdh5fo+EZTEZOp6SHAAapPwcep8onpj7wm1h6Jw0GTUoDOxYGmDHetPjYRlUO1r60PGnexGrqMLt/ZWy7emLr0D0r3fgqZMuwm9OuBTbFqxAU21AZsAvWlkv573QdchjyO+gmMhU75ay3U6bIVFqFIT9qcw6lihiVSuGDVqHPCOU+CiFBBxmmWi+Z9GcgAhwHleKFAoTik6eTzOPxyGGO3MYrj5lAb75103Y3NInx4f7Leu4TBHFnCi6XZw2M9+L57WlLyLnmeeDIWw1waEGeTE9tnLFBz+PYpbbZc98F41ENmDlPYXnkTPl3A9ef3ykCKExnB0Cye/gt1CU5957RvJU7GzrA8rM9Qi3m8eKBUJYDc/6Du4zhdncCs+I/Xs4DljamxMk4VgCQbtDvJQUnxzbDENkaXbuG8f2dWctHKwiNlEe8rH0C5qO35ZCY4f3q/99fPuIeYS532sJvTcZfpYy0J9IDuYy8bOsqnCbmJ/VG5V7ZzbFetiOn1sBOmV5j/I7TU874aPbMBCWHmQOWW/Gi57m5mZ59PvNi4uxmnfddddh65WVleFf//VfJ3IbFUVRDiNQpCeG640Fa6Z/KppmjoeJnNlkyNere3rE+OGMM60qxonTeKYhKY0iM/kqZjiOTbwQFAJWv5ZCs5GBPOeLgodGv5SIdpo9btr6TcOPXoplbKpo4wxiDC2b26S5orxPjDKG0piNCFmggGVf2bzzzCWHyv1K6FvSDE3KrbJKe83hYPNLeiHMhP3sY8nE7j2dETH+Tl1cBbfDId+7fn/vYCNHzshzO2mYEjEB7Obxopesv8fMA+G+MbckN/+I4YELq/3yOhtX8nUeWz5PG6z+5kBXiAZYGvN7wlLS2p3xpjAhn71ouJ08fjwPYgab/5fvoSDl/vPcsCpaeGenHK9QNCVlselJY9jiW5xhXPDUPVh5/+9Q234QO966Gl03fEu2M2krwy2/ex5JlxvlXSHY9/agtTcmTT3/9NoBEWS5VQxpRDGkkM1aeWzFW0HhImFnQIKV7DLHn547wuPEa4mfSyM/SnWUgYazjDcnP8t8D89Nekv7oPeH3iQaelY+E8cihQIrlLFqFq+Ff75iJT772zfkWNHTRdFszX7TiKeQkl5LUgQhIaF9DGGtK/PimLnlePfJjYddU8NNeOQTHwwb5XvmVnrl+Mg2e82iEjQmKYZ4/NxOG5KRtKy/s2NAijBYIZAuhg/GkiIm/rq2WQza4XLhho57m3hfeEHwPraozi3XC/vXMJyO20YvJQ1mrsvrkRMHLK0+Uv+epuoA3n78PNz53G4RlhSSuT2wWPGO94d3nDBvSA7ZeD3kuce6mH5BheC2THbeUb6xwwmO0X5vttCbV+FD75wEmnvCMGzMP3NgZUO5VKIkfo9TJgbYr0nO8yh/z95s7pVr0BWHXJ/WXZXnmnMGvKZ5rXO9GZ/Tkwvd2CeffPLEbo2iKMokeGLGSqEwhFXzKiQ+n0YVf6imK5xtopJtTa+GadxwdpkTeCzJS4OV+5iKmx3vmX9Ng57iimnpdpsdFYFDeSTs11JoNjJfIrdVlEDCsOhVYCK7046mKp8YhC/v7pb8kAVVXrT1x0UMcTsoOGiczqvwojLgls9gBa9yr0vK7lrngu/lH0UDf5gp6qxxQs8DBRxZPCcgRQ1Y5pk5GjQKvQ4a3zSYDLy4swvHza8Q74pUCXPaEbQ5pa8KE/W5TRQqsQRte1MQcj8G4gm4QEPazP9iKFN2/tGB7ggGWDCiIyZGL+VM0OcUMUdjmIKMzTr5pesP9MkxDHodktMzEE0h6HOLIUMBaHqI2FcHEorI7aEAoFeOuRh1QTPnRBp8cj8SSZyx8Xmsfv5enL7pRTgyCc7JsnLsK5uDueWewWOVcnskRJAiT44dDNSV+cTA2dsVktl0Hl8r94QeL3pg5CDTqyZixrxG6ZFhCBrHFg1tariOgYR4O6wwPas8teXt4VZ4HXbZL57bAz1RzC33ipFHbxvH1YaDvSIa5wTNktssvEAPZLbngOvOr/LJeeR44zbT08LlTMbntrDK3qrGChEVHKsS4uZ2SKgZPRPc7vGESUkfJLtZxY7HhB651oEYUpkqdhR4FAo0elksg6FK9FJwxp7HyEp453FaWGOWAqdndVG16aHldUcxy2M5r6Cnwg7EzOveglUNKTal+p3DbLzKce7idmc1iB2pkTD3i2FaPA8MI83tgZV9f5gID7nlmeW20NPBMUHBY02mFOoXNNw5nIrflon43nyienl9UI4txw7HCH8HKv1O6dPTVO0fkos5Wg8bvXQcF/R48n4ct0J+5dFczt+FWZHToyhK6fSPUabOE5MbhmBVNOMs90SWyB4tE5ls+8bebry6t0eSU7kqf8IY9u2wG2IU8sfTNNIYkmMTo5zCiMYsv5eGhdWvhZtRaBb0hEwi99r9PWIUMaSNxjkNO1bLSoOJ6K5MQntajjd7fkjpZ5fpAaARxR9w5glw1p+ig0YkZ7v5yNCZC1bUZbwGLjHAKFy4fRRNPF802hkqRaOMwoB9Xr5532YxBPijvuFgnxQroEjg8ZBwo1BcSkHzPfw8iq6eZFxitGi8UqRYWfe2rP4y/B5+J4WXkTZ79RCOVf6TFd/ESDAMMa55fLnc7jTLUAc8wEnzK6TYAb0zy2tNI5HHfm93RI4zQ/x4HLm9NI6X1QUk14Wz6jyWFHL0EtCo57jhtv/3nV/DWdtfHTw36xYfh9arr0XjJz6Eu184iCWeQzPN2VXzOFMsSfiGgSqvW8q1U1gxNJFl3BkKxZBE9ieSsDDZX4aHmWOF55nnhnkGNPBFAA+Y4U/0vtAQozjk+OLxkhwgu9mXiIZ8OM5S5WYeDj0+PA7MUWJTSn5/U40P73pLo5z73PstxxM/h+uyet2ru7vlPFgGpghqw/SsUSiyXw+3iSKY3zOWyYTcMCmr2hk9KDxv0mSVieUys8/qdikRYRTJPH9+tyEeHW4jr0u+bpbHNvO+eIxZnvw/HtoiXiF+HwUUq6lRRNE7mAvLbRPrGn12Rwde39sj32uWgTc/I540+yEd11gm22B5bwuF9ZFX9nRlrp3UkH49k9G/LNsz2zYQxa62kIhICsHcCma5/YKGuy9Ol5d/tN+bT1Rb+XRWhUZOZHFygaG0qzPChvfHsdglVk4P+1/les75nJMXnHCYFTk9iqKURv8Y5RAjzTpO1HG2ZiR5Th9Y3zIpJbJHK5wnKtn20U2t+OETO0Tw8GPM7va05c1QJLNKj/mrxjCReMpmGrI2s/yw054Sg5YGKEO6KGByZ0GHJnInxCBjOBdn1evKPRL+wh/0zc19Yszyc2OZSl80RAkNwHTGIGXFMR4XzsjT82TNJtMDlL3P9AbQuGEyv28wdM6c3aaIqnQ7ccrCSjy/ozMjePjDbXotrKpT/HqKP878cwadxyaVjol3ivKGz1k+O9EbQThhVmujYUCPGcOmCIUZw8toeDGnhN4DvkIRRsOUBi29JSzJLPlTmf5D3EbTqHfL/jCnojcSB7zA/EoffB4zf6e5NyHHgevwHsPzQ6+MlR/UFwvj+Nefh3Hs6TiYdIrQemb5aVjVvB2Pn34Z/nDipdjXsAjfeNcqBKsC8Dpbh4TYUGyyOhdn/vlvRqRl5wXQuOXY4CJWj+J1yNLR/B81TdoSyoNvoQAyryt6qbiPkgvlccpncZ/oEbJKfzOPoD/NUClzbPOY8TXO5pthlaZXiuOioz8ugiffmOf1w/uweEEqfDhYEZUxAQ8OFcaw2bAjM4bYPJLluFmanuebOSp7OkO4+5V9+OLqowevw0LGo/V92cfSqnbG5pM85zzHUoAhq7w5BT3vMRV+FxbW+kWQsBQ0DfrccDF6aOkJosg4qr5M7kmhWAK7OkPiKWWYWk3wUN8UHmeGNx1XZjad5fHlPYDHhF4wim7JkWLOE0NE4yn0R1NwO4b2jcr10ljXOB95fa870If6MreUS2cIpCl0zJLXHMe8rq1eRGMhX65Ucw+N/Ihcq7mCK7df0Ej3xan6bRnP9xbKPeK4qFrkFqHKcfCB05ukF5c9c6zH6mFjro6Zd2je16yja03y8Jzy9VmR0zMZsDjCli1bpOFpVZVZylNRZgOT2T9GOVwIfPLcJYOhHZPlUZvsEtmjFc4UJeNJtuX+7O0M4b8f2iLrWYnm0sxRkv3NpPOElF02Q404oy8GKlc0DJlFFNGRqRrGc8J+NNmzkdnXAsXA7o4QuiNm0r6E0gwATdU+qapmNRvljydfo/HO5UQaOErIk9nYkkKC302DKt8+W8eO+RAUMnw/ZyAZIsXjyO9nOAZDtTv7I2JQsxCA2RzUFFvm95n/sdspRsySxfTetPSaZY0p9Mw8HHNWntvfGzWXWfDz+FmcAV9/sA8bDtILw/AutxzbxbX+Q6W36TDK5BjRE8DPZ7gY9/OjZy9GOpnEmy/sE+9GCjb0xcy8FLeUFveLeKRhS2+Ca+d2/M2rD+CCFx5A9UA3fvihr+CBU98m5+meUy/H4+e9C4bHK9+zwGFHbZknb4gNQ+/4xxMvYYJuh3iS6PWhyKDHjqF+bqdZwYwNUTc298n55jgVT2EqLTlKPJ8U0jT25wTdONgTNUvgJtMIyvHlWLKhK8bzkGk0ajMLN1BIccwH3BQg3kxYJfOqzBn9kcY8RXBt0C3bxnyxJRnxQU8bv5PGPYUvRYEzczx4fTPBnPvLRHCKCFZqY/8Ziit6vQpNamUfy9yy5yzvTVHCa4cCjxMM3FezTLZNJgMobKwqb8c0VshjdrgYzzM9mxSO3B9LWFEkn7aoGk9ubcdLu7px9rIa8dhYHgMrN84SbVxGQc5zJf2qpCGSic1u5iHRW8AxWeg+ZV3jFKQ+pxMHYlFsHIhhU4sZmidl01OG6Wk1IH2qxjoJmO9ezGPB3CvekzjepCxzxmssJZujSRGLHLM8f8UUISimUMVkUOz3cnmhHCDTq2oTj7pZWXH827z2YI/cRws1DSZ8neudvqQWpci0iR42O/3EJz4hJbB37tyJO+64A+9973una3MUZUYbx0cSwwmBoxuGT1AdD5NdxnS0wvmyVQ1jTra1juFjW1rFmDP3gYnlDCli3oXZgYF7yUeryheNMk7y0WgR40YMUXMGmsnPS2sDuOaMhYNGTPa1QGPyhZ3dsr6EFLkd6GR523AST27tkB9n9vfgZ9Ew5TbQUKJRaBktVQG3zOJy37JLVefuM2fQ2VST38s4ds7Yv7a3B/u6IzC6TOOSRijHT0+4X0LcWNqYBin3lcaZFV7FTBf5mafBnzAT5WmI0rtTX+HB9rYQmnvZz8g+GApolbe2oFii4R6Jm8eV/2ahgvp6t/SQYXnwxkqvWeWKvXoyxQ+4PYkUk/TjOH1xjYitu1/ai+PY92RXJ9wulxwrirn2ATOP4dQGP0594ym8697fYMn6lwe3obOsGol4QsLwKKAWVFVKUrzpsaI3yjSuckNseJ5ZPU8qp9nMfjjcd45zGtxmFTvTUDfFnSHikUKKeVnxWFKOXzpz/ETE2G2YXxVAwONCmY/H1Cnnl6FHPH/scWRdV9JQ1u0UL1MyZRqqViuf7LBKCgHm3TDEj6F2uV6EQyI4JJ4bJrZLwQO/G50D/ThIN93g+QIWlDM3yMwXYxEBs4ph5vW0gae2dcj4O3VRldzL801qDSl7vqFVxoF5RZlifnlDUKrKPb65TcpYM3yS4scSNoReHClFnDbDiywjnvtI7xvH9Pwq72F9V3iOuG2bWwZwsDcqY8ryGFy0ogabX949pG+VhJtSuAYO5b0Rvo/XHKsA5sthyb7GuX0Mw2R/JnoYRcylTC8pjw9z21hFkRMjvFbGOgmY717MR4b7sThKF0u7sxgGw3UzoZQsRc7fCY6P0YTXTWTe0WiEUzHfO9W5R1taTYGdnW83ZJsZIZAyZD0VPVn09vbi7/7u7/DUU0/h+OOPF8HzhS98QUWPMiuYauP4SGI6PWhTUcZ0NML5zX29kseyoblvVD941jFkxTHOVtMO87gY0gKJ46ctYBqYhjyn0c9PNiuSmaV+mcPC6kA0ljibyhlxzgQzjIYGYO610FDmxaObWwdLNltNKC3JQhuX3gxuKw00GnI0TGhw8TtpNNFoYQUthh6xaAH33TIMs/d51bxyrN3XM6SK056usJwfr8usmEXRwTA6Ci6GDfVFWOo5JdshYTfMx8kYuNmyyuxxYYg35bOXLBdj/LuPbEVnf0wMLPY/tYoFEJeVixKneDGX2bJEJGPgrWpKDS4mXJuCisY8t4Pnh8eBFchYoOGO53Zj7Z5OHLeE4W1eRFJ2OY88njwnoc4efPaf34mKAbPFBMPKXlt5Ol646Crc33QSOmIGPEmGI9rlmDCUi8eF7z9lUZV4QrJDbNjY9f71LXJuaKRyvxg2xFBBhimaxSF4fswEJo5DeqzaBiKyn5z1lbA28XZljCJJlDfzcNjniPvFxOrX93WLGOlm+F7aEDFHrDLgHI/M+3FzHPJYJ1Lyb44NeqEYNsgZfI6JX7+4Fy/v6h70ImTfNyiC6RHY0tKHvd1hCfWjkKOnhJ4/9r7pjrAJbhJed1IqvHE/uM8ULRwn5vF2yHXC/DIa8SNOalkzCFZQkBS0M8tvX3vGQtk+JodbeRw8jhzPFC/vPboOj21uGxSh9I5xnzlBwDBKFq9gWKk0qM2CoWUcT1ef2iTnLZAxuFOpJDZn1uEy7puv0iv3Lh4jjj+KFu43xyBfZ2+dfIb64DVe7hGBxXLV4iW1QTxTvM7pTeO+VvlNUb27M4RTFlYNVjEc7SRg4bAut/QLCsXaRHjzmNCDZYYDBkXgU0Qyz4/eu6koQlNsmPtYhdFU5h5FJJ/O/DfvoVa4qvVv/pbwdStnrBSZFtHT19eH733veyJ4yEknnYTOzs7p2BRFmdHG8ZHEcEKAs/ZM8v7lC3skBIilVSf6hywwSWVM8/3YFSOc+fpVJzVKWF+xP3jZx5BGysZm0wCl+cXNZvgQ/zxOczbeykmh4OFnJ1JMuIeZaM4QsFQa8+rLRIzQAH5tr9lc9JSF1fK91rWAqCFhQAydodFLbwC3k1B8cBNF3IgXwi1hRjRE+WX02rC8L/MVJHk9EwJFI5iGS3bYDveZCbtslsnjQawEfM5C01jk4aRHSUKN0gmp4ObNbJeVw2NhzctzU6Rnic+NY+eWy/cf01COO2io9sWkghwNRB7XbA8ZvUVSmEAKCBz6TMsTxPwcv8csF8z9pEhlFS0abCL0XA7pMfP+0xZI5TD2d7GGA8PyyhJxnLz3TTzZdIIYqnZvNbbMXYZlHXvx8oVXovU91+CM89+Cd7Jn0OZWMax5LMpYAY6Jx/0x9HUmJQyG+/STp3YOGmP8+5sT7Vh3sBcr6s3S4dtaB+T93P5I0iwzTg8RvV88cCxzLtXhnGb/ILP0tjnueI7pTaDI4xhmNbwb3rpEyoxbidU8nywi8ec39mNpbZmMk2e2d0qZXOm5wwp48ZQYq13iFTNF6MaDfTLWaNSe1FQloXPWRMh1Zy7Cmo1D7xtlXnpNapDeZmBPd1hyWc5ZViufyXyUyozni54jjgt+r+QgZcIvGcpIryM/y/I0UcTlTmrxWub1xuN16TH1Q8LbmLezvT0kBv+nzls6Yh4HK7Xd9eJe8Qox/4bGPAUcxwqvrUP5TYeED88Vq9jRyM6eYKNIyuctYB+dne08tod6HXE7OAbPWpp/5t66xoNpp0wwUIj2RJIynngPsFueYTfzsAxU+uxDjtlYJgGHuxdbHi6GDjJEkJMjHHOcjGBuFEU08w9Z+IG3Pu77e05eUFT/nsmapBtP/u9U5h4tnuM3S8+zhLyIHfNmxEcrFJiLZL0SZVpED0PaPvjBD8q/E4kEvvvd7+LKK6+cjk1RlAknMEU1/o80CgkBq7klK9XQ+Gcy6/HzKye8YMRkhBIU+rFj2EsxwpkeltH84GUfQ4oMzub6pCoWQz7MCltW+WNrRo9haTRqKYLoPzDLDtOLYIa7ccaboUJWc9GfPLkTLzeZs+yBzLVAY52GmjkzaOYEMfTFzNewmU0+Y0lJcOaMtBkyl8ClxzbI7H1bX0Q8PAy/4XtoxNDYenFXt4gkhmvRw0PBw4IBNNq4jzSs+G8KAn4mDXHmlnD7fW4bfHYHehNp9OeZmbS0j9Qey/yoM5Gdx2V5fZnM+r/AvjcGK3y5xLDlNc+ffsnfySTgp9Js5Dr0s6kl6UWjsUoxdfLCKjM3I23mHTHXh+FEnF2nsWmdN6n61RtG+c6duO4vd+Lsl9bAGw1jy/+9G+32WjH2fvV3X8dlFxyPVQuqcUlmtpiigyWuORnA76BniR6idGbbXXYzlG7dgZ4hxphZRc0mjVH5yHHPa625N2IWvpB+QQYiiYQIVR4tjiObyxQ7gUyRCXotmIB/+uJq+Sw+Zy4QBTsN3exQHt4zWViCYzHoccksPZP13V4z7IrLq4M8Ri4pLEFPAkWJ2auGTXLNHC/L6/L71/ahvS922H2DAiSSTEtlNo5/Pue2MgTL6bUhnEiL8KFwLZNCHfTi8XjYM2GXpnC0crFyr02Oz+zrTUSql3lD5vpMkeLEg2Xwj5THQU8Iz39TjV+Wm78hDjy3s1PEGb2VvJ/Q0yGV6NJp+W6+zximaEC2t4C5TSsagoOeV4oYq89RoUkk6xoXMZFKywQJxxWvGRnradPzyXuNTHjYzVLx1jEbyyTgcPdi7jfF6ymLqjM5ZzG5h5h9g3i9mU2Ned6YL7epuV+Kb3zmouXSbHeqw9w5GXLn8+OLXpiq3KMKr0smiMS7mAnbRebRvBtwwsMu65Uq02p1rV27FhdeeCHcbjc2bdqUd51YLCZ/2V4iSyzxrxis9YpdX1HGM47qAk4sq/VJsmyZO3CYcUyj5dh55bKejsni6QtHkUgmEHS5YTPMqUr+KG/Y3ytCstLrgNtmIOi2YdPBbrT0hnDt6U1YwgaXY8DywLBaE1lUE8CFK6rlc9nRnMYSZy/pyqcRyeRgxsozdMSaSeVnmF3WzR+iOQHTUOJ5Z1WoX764V8JH+Fl+t1tmsbntO1p7JWE9GjMN9lxisaR0xGYTxcYqLz5+dtOQ7zGNLJt8T/Y20DiKJzLHMA35jLkVbjR3R5BIJyWkiyKH8PeS3+xx2OBzGmIwuGyGGA18jcamkU5i4/5umbGlEVjutsHvNLDpQJccp2tOW4BqnwMv7QzBZUuLcS0FAdIGYgyBodeGZY2NFOh8CEVi2BKKIZlKiRH6qs+JU5dUoTcUQXufabj4GWaVsmNxlRfRFKufsdmnT4TRr5/vlmX7OsKIRmOor/DJWPFnQsyMVBJOG3uH2OACK8Sl4HFYTU7zI/4mw4Df4USZB/C7gKW1Xjzw5n609YZEtLXFzRLOBpP1XWZOlNNuVr+TcLZMIYjBz6TXQEqDG+gPx2Rbj5sbxHtOmZ/xXA49h9tbehDpaMdFbzyBGx/6A5bt2zL4WQeqGhDYvxvbFwXRTkE0twEr55ajocw1OBbZD2h3ex+OmuNHGmmEInGkvXbxvLhdZhhTNJ7EvPIyqWa2Zv1BLDh7sYyvgNM2OA5r/E5ULyzHtlY7BsJmaWnO5LPFj4v/YJcOI41kwibPfWwmykaf9JQ5aTQ5YAePEdCRTJjXdJlpIFnjlKFQvDfu7w4hOCeAxnIXekJRdA9kCh7EkqgPulDDUtJBF/piSfFuSNlumW42q6Dxn43lbuxp65Nzs6DSM3jfIMwP4nPmmFDc8Hm13wVuzr7uGNhxJGFLSV5XOGr20PE5bKivMiue8XsIl/E4WZ+dfW1m37N6QhHsag9JyBWFJ3PSuD8UbNnHgecNMP+dfS/hOdzT0S8ly3kueO9jiGsoGkMsbn4mH/l+hk9ubGb+RRosBP+DR7ZgUa1fJkPoCeG2WfchsrDKiw+fPh+PbjJziygGKKrOWFQpfV34eiwWz3uPsX7vXt3bBZ+D4z0t1zKvM7lPGGkEGDIr9w7ASUGUdcyyj9dofg8vPrrmsHsxRfDGg5w8MGS/nUijPujBCU2VWLu3G6kkG7rGxetT7nXA5XfLZEhrfwQ/emwLGsqcUiQjdx/HgnXNcQxyzGffYKyxubO1F38MRdAbiuKoOZatkEa5x46yOT4p0mFdi8VsR6GxM1H4XTbMr/RI81MWuOE5Jnz02M1w3rmVHllvqm2bYr/PZvBuPk3wq1977TV87nOfQ11dHX7/+98fts5NN92Er3/964ctv+uuu+D3l64LTVEURVEmgpp163DGN78JZzQqz9NOJ5pPPx17Vq9G+3HHmY1sFEVRjlDC4TCuueYaqRlQXl5emqLHYteuXVi6dCm6urpQWclo2uE9PQyP6+joGHbHchXgmjVrcMkll8DlKl23m1LajHYccSY/d+ZsyZyAzJyN1fswW8j1gBQzo8b33PbMLvGgsZQrw3Ve2t0Fr4sd7+0SsjCn3DPYFZ4Ve1jW+MYLlqGxqviQM5439q1Zf6BXQjQ4G8ubJBO3GZbE3jCfOnephGUU2v7DvTgMd0yJt+LCshak5h6HBze0Srw9e3G4HQ4EvWZCOeG2s/Qq81U4E5nrVWI+wUherHzbwDj9F3Z1SZjOiQuYP5KQBo0MNcn1dlh5Kdm9GOgh4aw5PRi5Pxx+p0NC0+gJ6uNsajJthiMxrt8OCVdjOex88NDRCyR5POw2z9K2bgdisQRCrJudVQCAFcdY7nkgkpTQKv6E8fOXzimTECweO+s4dodjUqiAM95cN/NRpucls7/SCyirWl32PmbaEcFtt4s3gdvFUD8ua+mJoC+Tl0TJYbMSebMSeyWMLWeXre/gmLX6odDbVVPmMcN/DGCuEcVJzhD2zVsqXqMmexyf+ejFaC+vxV9OuRRLP3AuvrGnFg6XS7YxEmOVKjZgdEl+zBcuXTFkPD6/owPf/OsmOVZS3W4gKmFcVu8S5ipxw1jm2O+xSzjQJ89bKnlU2eOovswjlZkOdIclHIchfLxGeDx5bIaGBJpVyOiV4HfQ98Lk9YYKD3Z2mN7u689eLEntueOU4XMv7u6W3jX0xPBzDvVMMiu6MR+KIUo8rwypmVvhR8Bjl/sCr03mDHFMmdUAPdjfE5H7BvNNuE89obgUA+B1OafMLWGEuzvDEg7Fog28P/EY+l1m6BbPAwsWvHV5rYSRvbbHLN/L5qW8ThnmyWIb86v9g9cmx9Wtz+zE/W+2IG2kB/OACM8F71n8jiuOa8DHzlky7D2QnoObH98uhUO2tfVLDlhVwMwjIgw3ZE4UvaEelxOXsvAA74vhONaJNzwpY5ohmivrA1iFPXgt3YRrTl806vsIj1nufYjr/e7l/Xh6e7tsh1RAdNhQ5XPJ/aWfoYIc50E2z6yQkLhi72XD/V7wNVY//MULe7Gna0By7hhKaMHjzGbI9AJJ4Q7PodBECxazYBEN3nPeMt+8LzL8k9/HvLq3LpuD9546P+82Fto263zxfpHPW8/7FHPTeP0zJzLfuWdoYPa1ON0kk2l89I6X5DeYx5Xe3P97Uhpff82ORNpsPnzMvHLcft1pkqs3lVAb1NbWjih6piW87cknn8R9992H//zP/5TnDG/jwcoeqBYej0f+cqHROVoBM5b3KMpYx9GKeVVY3lA55TX+S53xJG2uPm4eDvTFsaUtLEZIdzSJoOGSEBK/h438ytnKXgwkj8eGcH8cUTZSLPK65w/Ymk0d2NQaAuyHkpVJZdApJXU3tYTwx7XNuPKkRpT7vYedU37GI5s70RFKYnld+aGO4D4n4pl4g5uf2IWWgbgYjDR+KXwayn2ZnAS3bLvD6cRlxzVK8jiPVazfrOR1TGPVYL5OoYo/hbYh6HdiSV05ntrWjgc3dkh4VTRumvsj1duRYgNS3Sz/+GUc/96emNnUNGXG8XNNGpASz2/w0axuZokPCwoExrmzaha3g/8OJQyEkzSVzYIKYkingWQ0Ja9HDVacM0PTKLTiaRsCrIDmNxs7Wsv6WSbayOQhZb7v0DQa4GBZasMMh6KY8mTCWxLptORMcFNjzM+BHRUSdhWV5o8M7zgkCTPVizKlma3n0lsmkRJjkzD8g6/zvbYERaH5GQkDcEVTOKd1C654/l6cs/ZJ7JjThOv//se4eGUdXMEK/Oi7v8eD0SA6+sL4l4o4IklOxNCQNUTALK0OyKRKVySF1oGEnHPLaFt7oB+G3SHXjJ1ix2CvFBscDicG4kmEkzHprRPwuUVIOJ0uGdu8bngf+9CZTvz+1X3SY2hHe0Qak8YMuwgQm3V8jLSEghEajxxb3K+WflbzMnNHurd0iNFOQXLJqnny+bnjVHJROqNgbT+f24WKgBdHzy2TENaNB3qxtT0sBhdtKoofm53NVw2EO8JYWBtApd8j539rW1hKTh8/vwIXH1OHO5/bg9f29Uv4HvPWPByXLifsSaAnauDZnd0iUHnO+mIpVPDarvZJuCHDMFnprb0/jpf29Irg8Hk9qHWbFd1CiRS6IxRPNlx7dIMcM4vjm2rw+9ea5brxJM3CHRRLZhllF5bXBbC9I4q2UHLYRP6mWicWzSnHS7s75fz6POzTxEkC07DviaZR7vMiGY4jadjQn2Aukh3b2iLoi6VRHfCK+OgIp8CgN9IZSuLRLZ3yO2XdN7LvJ6zmV+hetsTrlrwU6/3c5//zjko8u6NDmp3yNR4nNjf1u11Y2hCQkD4edx4rNq3NvpeN5/fC6UqiJ5qS+7/N4Ro6IcMCGuV+bG4Nm32QfB45PkPyMQficm9zGzZslvEFudcGfQ7JU3xyRyfCKQPXn7N4yLYOt21LasvkfDE3Z7n30O+I9Z38HVtUVy4hxwMJY0glSotQIj3kWpxumvtCaA8lEU2bEzZSqZ7bmbQhljLL7HcMJNEeTqKpJjCl21bs8ZkW0cNmpLfccguWL1+Ot73tbfjqV7+K1atXF+25UZSZwkTU+J9NjLfkNF+jp4xVs7a398tMKT0ITPBlEnxu5aLRFozgD/66A71iHIqxk/VDxX+zRC1LHt+39qDMtlb7PYf9AOcruMAfOVaF2nywBycvodfDrPLFGXCKBf6w8js5Q8qkV75GY/bohjJcvLI+r7AZ7geX+52/6ENcZrNp2DHZ17QaDxnqwyGrSpld03in4T6kKV3aQDqRGmL4EyaE2+KcfRbZImLERxGUMsURBRCNzd5oUo6F1YySIsUqgzq4DZKLkTbLS2d6nlgeFqsimjT29DjlmDH/x+t0SxEFVoajSLI+x8LaVvHqiMBKizDjcuasyPHLNEtldbJk2hQxUvMu69hJmevsA8a8HXo66H2KpUQomI1OKQjZTNRcP9jfiyvXP4qr1z6MJR37Bt/uSCXh6uvB9jaf2TtobhOq2gbQ0mPmmDEJn7OrPF4UaxRp3N6ugThue3qXFHTguGDBBI49NoBt7YuLyKHhTW8fx4mcrzST6s1qd7kFOTjOWP2MBmwiRYPZEGHoiCTEo0IvDI8NBT1nzOU8GGmp1MVzLT1p7BRmLD9OcWBW5GO/HI5Hfr41TlmUZMOBPmxvHzBFrp0FBcJyXTOPYA/7LGV6HvEYyniUiQNTSHDGXzxDTtNbdepi76BRfd1ZC/GNezdJIQG/2yy0sKA6IIUwWOhgewer/CWpejKld9PY2RYySy8H3DiqLohyb1Qaf3K/2VyU320VJqAI47X19LZ2mbywKkgymZ6/AVKcI2Im0NP4t8oos1kuG/aOlMhvFRzY0Nw72JiX18shAeWU4hd8jaVCxLuSVcjDPE5mUYk4T7jdPOdWIQWem9z7CT1kbO7LKnHFtF/gNr51+RycnSm+wfws3tt4L+b6i/g5dptZfa6IScBify9GqpjKc8wxwutwIGr2wsr2kMnxc5meT3rDmafH3xUeX44Feq05+ZRdWruYbRupnPS7T26UqoxT1WdnvPCalQbO1ixODlzOfmFcb6pFT7FMi+iZO3eu5O989rOfxec//3lceuml+PnPfz4dm6Ioygxq2sofGvaroFHLErObW/rl8/hjzjBChhJYHenH8oPBH89QwjQ++COZDQ0ihjzwR5I/kPTMMNRjpB9gGnI0DLh/qaSZbBlLpSW0jQYnP4PVcGiE0iBhGAYrRrHnzT1vHMRlxzUcJgRH+sE9b8Wcw4wAHhNuB/ejJuCRsBeXk713iqualF3OmdrBEhvZ5Itec2dKX1NwOOxmLxz6XLgqRYHPZoiBLAYsw5cyJaVpuNIQo/jL/n7GA8RZBju7vHSmklz2vvJ4lns9Mu4oeBgCxaIHFExcJh+bJVqk+SQLC0SSUpmI30ODnh8bThgiJih6PQ4HQhmfkRWbYJkADFawZz6LYVEnNVWKZ4OGMJufWkY6V2Blt4+9+Ef84xM/hzuTFB92e/HIcefjtydehpfrlokoHmjljHlcRA1DjGiMyy6z0IQ0izXDpGiksQIcvYcMP2MYJscNjU9W5eL6vLb4nMdGPHIU0p5D4WMco9mlzjnOfvbMbqm+x4kFGvI8DhQ3FK3SKyfzXj4XASVC1zyobHtaV+aSa5zHjkYRZ7ZZYvq/HtoslcH2d0ekRxANTpZd5n5wW3n8xIsSS+G1vd0SmpTOjAtL4Fr9pLitHptd9ovXPfeJM+dXHD938Nph81wav3MrauV9VgNQMcZrAqgKuvDSzq7B8cBrkuOM38WqgQx/WlDlk9Axs8O9efZZxIPX+LbW/BUkA25+Lxud0twyRXX2d3Oio9jJGe7LB05rwu6OcKbhJ4YIKI4HloQyRbVZkY8FDlwO87N5/Dl8+F74TC8sPcibmvvw5Nb2w+4nG5t7sbczjLoyT95KpIUqr1mTfRw/r+7uyTsxM9JkoPV7Qe86xZnZI8xsQpvb36dQxVSZbOpiE90+CQFlyN2ujrAUveBY4PXFyR9eM7znxjgPlDQnPDjOHDZWnKMQSkkFQY7D7FLkI/2WFVOKnN89VX12xgsnPfqiw/9eUGhzvVJl2qq3MS9iw4YN0/X1iqLMsKat2aLpqHrzh4b9OGgosdwxZxTZeO6YuWXSMHAsPxgBt1NCpAh/INmvZrDqXn9MZihpWNBYoPDJJ9isH2AaFuy5Qs8Rf8TooeB7AAofeg7MPi40rvi8N2z2S6HBMr/Sh6MbgtJ4lGV9sz1gh4wBs9eOZQzQe0NDcePB3kylNQwxAvhjRKHDnBh2TKfRzRl4Hp4CqTbD4ijSQ0TDgj+CMnsuoWSmOpLQKGkSanq76AmJpk1R5Mp4TQbXz4LPLbFjeVsolmg0W/CYELOhpVNmH0VmZd5oGefZLh/+k8LMWsTjwu1i2g6/gwYkcxTEw5B5f/a2WR4uq6kpDXY2DKWRxtLL9LzU9HUi7XCiy1cu791R2SiCZ8O85bjvtCvwyAkXIOwNSB5SOpMXZXoEbeiPmQ05rUtHwuQY9pcJq+N/zO0xjXSW827tj2FxTVDyKlg1jE1bWYWMn8cJAkPKGJv7yTHKkt/ZoZPsC/PK7i75Dl6XFB78Tu49zx+FE2fOxcs3WOLcrF7HQ82Jg+qgB343eymZ409C3WzmueF1RKH/6p7uQWOPFdTMRrEUhmbOFq8llsI2T5+ZR2Qeb3P/mfsgVf1gw+I5AQnL4uevbDgUPULDnJMNVvntbEwvRBAv7ew2rx0Rk6bh67WxjHsavdEE9nYxb8op+2NBwcN7ELc9kIn34b5k9wmyyitnG8iyJ2OYnKEX5fJVDXh5T9dg6WpLQDE0UPbNYIgoeyWZoojXRiqVxgHmKdlY3bIX5y2FnNugz4tXdnfnNeCX1gbknsr9Y74Xvye71xC/qJBgG69Xn+ONDWsp9OlBS1r5Z363eNJy+yHllrDm97IEOyfDKIa5jfMqPNIAltcCx52IUb9TXuc9m6XXkbYa9h4aGxynHLfMwaH36kAPiv4tG6mcdHafHR6zXR0UYcDSuiDec9KCSWu2XQy54Y57O0MFq1wOvgc8TqY3uhTRRiGKokwohfJM+GPRFY6JIUHjxfqhthipX0M+0cSeHGzIZ/XpYfI/+3dkG2+jgdtKA2RXZ0hmYN0Bt/wgUvDwR5SGGI2KRNIMKyH5GhJyJvHpbR1iEDFUikamJBhnfuj4A8u95IwzjUR+Ng1IyTNw2KVRHkNvaBTlesCGGgMhmYmkwcUQDX4GDUHO+NM4aKj0ipHEbaTXhIZnKsX9iUoIDBPq4wy7ykpCHwkrSb0YwUP4vdR61HbWe6w+NRKGkzTFnxmiZvb/oUiigcp9ySV3CcPE+D7OxNM45rGXYgYZA5weHp4rywinsRY1UiJOZD+yPjT7sy1xRkOL/+axZX4OP9fBVIrU4dsim8siBizHC5t4Ilmu9+ytL+IdL92PUzc8i5+cdTW+c861ciweW3oKrvjI97F17lLx/FGQUKJauTKSr8RQQhrdkYRZJCHr+wptu4RNptNyTCig+GGcFOCyeZV+EWE8tixTTS/baYur8blLjhrS1Pe5HR3SCFP6EAUYHmQeRwoSCnVL9Jg5XBw/vDbsCLjt4lkj/CgamBT7XSEzud3vMcUN38ciAGy6yTGOAbNQAO8P3JvOkJkLZO0bxwS3jJPIvE5k+zPilt6LgbQZQuWTxqipw4REYIT+aSxqYF6nzFGgkewQgUDxSlHH93NLWpm0Xmc21uSxsZrfmoUuzN5XvPZ4f+N+PbKpFZccWzdhs/lcj95fToaYgsL0iEViSfk8Jrxzu9ismfdCGuxyX+WOwSaGP0sKk73dEZTHzHO3sGZoewV6WDYc7JX7F+9tEoLLoiGwSZK6NzMBwMaluYJtIrz6m1r6RHCxGEWZzwWX1ynjhx4XCpZVjWyIzLDV5JBeQ/xsXke8Bx7oiYp3i5MP7GnGcWqGujH3JGaKC3r5/B4pjEGPqMtlNqI1r2fen5jb5xRBa4bHmU1bR9OAfKQwd5lkONaQa5yelJSRlpBLhpVyUmI6hM/2POHT9PgWQ8dA6bbiUNGjKMqEiBpSKM+Eicgv7uwUA4GhGfTQWDN2Vh7OSDk4heK2KXyqFrklLIZi5QOnN+Hc5XPGFBJgGRSbW/tlVpyhNxQ9/HG1BA9nefmjuHZ/72AH9OwfOcbAUyTxh5kGA40OWm1hxovHze8xQycc8iNc5XOiN2yTGH0eExrp7J9SyAPGUJStLf1iwNMYGIimJc6aM6FcxploGl80PBmHThbyfQf7cbDXTOKWfbVBvAfSjyeTo1PwuGQMbIaHUWDwR59GJ4XLSNAuNc2tPCIh88jPHJS6Br1fpiE27LnKfCCjLbh9DP/a3xPFwZ6onA+GDXLWnsaseEQyH85zJ5XZsvJ58n1TRvNInxpufW8qJceImS8UThQQubufmWSX10+39+O0e36Fd772EOb2tQ+us6xzv5lfQXEHBzbUL5WeSTLGjLQYhRiybTYxhnisrcpwIx0XCgqfxyljgjkdfOR1S+8exylFkQU9KGyImi14pBDGxjbJEWJIF8WMua5ZoY/8f/b+A0yy8zrPRVfF7urqHCbnAAwGYRAJgAkECRAUg6hAUiQlW+HIliVZPrZ1pMe+9nlsWef6sXyur+1zJduybFm0LFIkJZGSGAGQFBNyGgwwAwyAyTPdM9M5V77P+/37r95dU91dHWamBqiFZ9DdFXb4997/v761vvUtanhQQuO5KGc+U+wTkBDUfqk/EqpieWVJue/dedHHJ6rt4dDhrEPr5HnhuaHRqT9/Xz8WpiGmVRfi5PccLdEDxIiej1u3uQL58BywUENLHFscetQaAQYA21IkIuczGnW0SLKj0NOYYwB87INGsDjBvmYGwyGGauYDOv7Z/ciBTctqIlzLvEuNEvUgldu7fkOb/fC1QTs+OCwAgOIW58LpotymjO9k3myrq4/j3JnjELLgd+YOroXLUOfL1EUABNtgDmRMuCcQrGCuY84Ln8NaZPWfOT7s5seWmO5Rd/9FFIiSUMX5CdvW1VJeL3zG5BuHBuxrLw3ouMgAEgRhPqXmiWvNd3kN9UAA+U/fu0PNgP/9o0fVZDmXm6u/A/A4EEv2kVqwmO6dtW5AzrqJ0AbHRhCANWa5DUrX0l5fIEv38tlgAVvCCAjUqzVAT8Ma1rCabbHieazaREnX+i+9cFaUE7jhFPGzaPqIHcCBRWUhmodf7FmIcfxQzqKYOGy+UzuLm+Pbr5wDzeLyDx/Ya3/yxEn7yov9imzj87HYM5lv6kjJyeM8GYeulq7yIofj95WD/XIEqed4/NiQO4cg+u6rP5yKlovgQ7fAIQSwEGmkdiJM1QoDKsbiaSSn88jyJvU3NRIs7hSz8zUc1VQ8qrFGEvbM8IydG5kRtQgPRhS6oDM6x0F9Ti2UBY6eBqwcL041fkg1ILOQlWp8j/1AzUFBy1tVwBRkangjjNc4L8aPIn/ocYA/J3ng6HLhc6rFPDD0xynKVeD8xcgABcXO+HaSb45F7D98+XfsfS99z6JBpmo01WZ/fcv77M9u+4C92rNNr1NjwvPh5b99nQqOJ+MLoBLcKrnXROur4XgdLbCkbZOhoGg9E2RmJK4ANSxISXFfc8+eHJ6e54AifIAEMeCN+p3WZidHq+1HoKwlJeFOwAFA5sBMSePb05pUhoEsgmpIyELkqKNCtMIVsfMsIBPtKFgF29HTYoMTszYxk7EhASmooOzTbRcwyPl7wAdVUDLnZCoDcQqe+Z50Qg4j9z5ZhLBVZgOYo3D2yQgos0uDUl8rRBNN0S+dUATOriSMJUIQsdMjznlmvMhAcf78jWPN/OPHKvzs7tvQvijNaSXz7oP719uPJjeVt8c89JnH3Rx8984ugYbjw1N26PSYrgPZDWXZ1cUVENRsw9N5HSNZBSSlmV95xhl3MiTcdcT3PYWS7+eC5rutyaiuf2XWZilhgVqy+ohdcI0k2hCfk/P3QiXUTd25vXveesEx3LWzyx47NmgdKTfW69vm5K35rmvsmlPAjXuROZ3M+qfv3iYgxboESOSact0BsP6e5XoDchYC0CuhLAJKv/D0aTXB3tPXWt7ecrJia2nFRbJ0COu8emFp6tr+9fUrStYAPQ1rWMNqssU42tDKoFkx2Ycnbn7yOlSxvtak3bCpXRkUwI7oArOuWBawQv+GyuhseLFn4cEZw0GBX87nL5fSDcDn596xU70WJDaQiIkqROYAwOMXT8YCh5TaCfbNkfsIJ84B58X5SH0L9aapGZY5OZx0kuc1Tpd/OFcs7laRRQpHDZGD/cHrg3K8yUIBEJCEVedzMgEl1y8ln4eWwbGjCIcyUVRUoo7muA1OQaHI6ZhKOKI1jgn7uDjlKC4MClmD1ZqvyfHReoyf6vETAjulEKUu8N2r9sBhPHDqVWsyE9RIBeChEjDUAti030DUAhpdJufV4hxNBsoi0f+tExdsuGeDMgLp5riNJloEbJ7ffav98Y0P2Lf3v9MmzGUIS9QGIfkcFEw7Gp7LdglQhfbPvdbeErfMBLU9tcFLxkS+e4kapKiEJGYkqOZq1OiT43XmiKADOuDgo0aIE4qziQP82sUJZV4IUiDGwPOGs4px7wAmyaiMTmekaMh2OEqKvh01DwGJvMY/Mzqt2ihvsYJTwyJThEGzQxgA2WC+iyPq6t9cvQ7zBeMTibj+Sbp2Ae2MWALqajdsbA+ATknXpFoWQSpu9+6Q/Db0L4r0AcizeoYYH8Qz6OvkxprrAmA8MzytZ5736cezvafV+scpkJ8IZOgjAhA4wospSK5EzXOp2hgyPmwf+vCXnzsrcEbNI0GONy5OqeeRCwK4+j0yd13NjC1KdAkrRqJ2fiKrPkYo1I1wXxaZl5zCH99jwFsQjQiy3YzD1m6OA7pj3l6jd1NovFebCfH1V2StyDhx7sy3nmJJHRnP9h3buy5hGTx3algZG99PiHFButybV7BjXgwfAzTgH791s333tYtO0U3BDhccAKADem7f1lUGqksps9VCWeSYv/D0Gfv6SwO6j8nYE/TavQ4l0qaasmJrbWcXydKh/FiLnRtnnatPa4CehjWsYauK/qBw9MPXh1W/0tkSnzdxU0RLVA36DD+htPgaHGghRHAvjGcUsfv4nVvm9Z6BQvLVQ/1agJBi3ZRMyXl/+sSIlIagl2zsTF02pRtF9+JROVLK8rQkVNDrF2Bem83l7dC5MakL0XtElLYgwslhoJJG/UxbOqkItASczDU/HJl1NQvUDqgCJGq2qbNZWTAirS+eGbVbt3QIUKEExXl+7qlTcmaIZHMcgElPw2IrvgQGR6WQUxcPvad6ogKy0THb1BET2JrJuwwIhmNMrYVXLqs02DvIuHrA40GKeqUE9LQVaCE4UBECPETyuXo4nY4e5bISACycFRxg1f4ssDOyN9Qn+d8Bf4vtuxaLlEUtYpYWXgga345M2oePP2U//uzX7Z7jL9hv/Pp/sZObbhY4/oN3/pR964M/YwPrtwmoQ5dpmoU65IAptV0qwC8FjVF9VicAdtznqiUpkMnL1Fw/FT43Tj0RasLKMaBG1T+WEYhzANLRFLkfkIHHKNb2wAZnb2gyJ6llgCiOEM4manFkqu7Y0WWff+q0hCIQ1aDpI/ckilk8t75Zaxjw+OwV8wEy5Y4+F9FPMpPcq6KEBmIQTugDuWUnNMG9we/MKR0tSUlxk331lxrnE2qTzyIwvgRlkNHFST1+YVLZUTINLqPqxBIICjAm6nMDnU5ZMgc11bcl4dThOAGeafafT7nPMR8c2NJxSVPM5QRiqtGGscVqY54/NWq//ZUjysCOzGQ1rzI3kPWlgJ85Q7LiAJYMkvCMe946AsEFjlF1LDEnEz84RdbZAR5OxTct5j3m1QRzQPAM8oRy3oAH7o9w1ma5mZDKcyfIBGiCBh1eLyQnHY2qxgwqMEC3Ehgy5yLSIdnpUk50VzU+DmijasgbiWgevXtnT/kYwrVSAEcyPNyXrpVAXhnM8PrCuvCBmzaoJxHHzv443lopi/6YyfCwH7bvZPFnBdRc0KtpyazYWtvUIlk6gGAtNjDWAD0Na1jDlqiHqWdbKPoD0CErMZt31BBqTAA6fuKGnwxvnOabni+OYg41OJ7nz4T+0Vs3aZHw0Tp+vnxuXCCCbfS1NTvHqDutCN5Tx0fslYFJp7qTiC+LG1+rpSuilWHRBBbgcXWED6STrWT/6/GT6meRyeXt+MVJUaBam2M2NhOVY0F0lCaHGI5JrhTR8W7pSmkciHyPTedskGLxXEFUFKK0GztS9pN3tCr6zqLPgs5CuCHWHCyEgZMfAg/+CnlwoGh7IMjA+HMdB8a5DwtaBOihgxOBw4kD7Aq653ILTqU0oBEJjLDNiHPOA0pdFc2BmswvowI5csZLrsmlgIA/E4e0fIbnSprkuakdCmpS3pG9YO/54V/bB59/2Lqnx/WZYiRiN5142Y5u3+8KxjdstqHOlE1O53RPMM5cW3dOzpnn3KCPJZOufkSufUA/BCDjnIkWpsapyzvpoOdpkP1zVERlkyjMzqG8RSbFSYLzXKpWI+KoZ3JycXiREbeibepoloOIY8v9iLOPQ3xgc7sdvzglClShtUkZHnaKpDX3muh5VdJpQUlPuRcVdWY06LxtW5ecpe+8elGUOn026L/EFAlg11xJf6GYc2Ip2ifI8uSJEafuRVaV3kjQI1FzHJiwP336lCi2PE/MJ5wntS1sm9oO5jausZcpTifjuh6VeJmMNRkvB/xi2q+nvvGTzNGu3rSOC7BBzyCOGRqVFzhZTIq/Gn3tlq0dC0bdAY2aZ2fztnFPryT0qZfkWpEF5lwIBLlaRFdLhfogQSrq3DCyofxjTuFeZF4hs6dOUiXX14f7kOP2FE7/k3Hk/WyeJstuvvS2nExItXNnHLk2fBawd2ewXkgoIhqROidNZxnTyoAcdmbEBZu4d08NzwRZkpSOF8AOgOW7lUGysJIax8PcT7CDfYXXl/kMhLxuZmq5aIJ7z84eAadXBsYXXOPDxwwzgnuJeZR9JdOeOj2lOXkl/eZWY+lFsnQ8Y7UY80i9WgP0NKxhV8hq6Sxdr1Yt+hNWLsKRlj4/vf1a5iZuomw4InyGhdfJnLrvEhEGDLAo4ziEo3U4UiysLHzq6p0plOle9K95x54eOUufuGubxvBygMdq0UovmnBqeMp+8NqQ9slekZsem560F8+OyrnF4cPJ1DkHreMBFBEkv3Y6p5TsFRkcL5/LODx5bNipEamfC031mkRBobYIZ5roIspxLOhkiLiHcGIr63J8dNobx0OkPkskF6ATQ7Y4ZhFz2R4i2yo0V18aZInnskAh2FH+Se2GZKah4wGSgl48tVilH+z/loKbfjr1Lk7Aj40yV2pKGRHl5EoCH3/+fVMj9nt/+Tt2x6mXyu9daO+1r9zxkP3lbQ/Z6PrNlpukH05EDTKlWpaMqV8OzwYUqUyQsuFaAzokjRvsgzHk3LjnXf+diJ4DAKVkoivOmewcvkU1N4RMCfoLjBsZGZpx0o9EGbTg3uIYAGOuNiZqFyadyAVUMVT98sVZUbvYP1FoqHs41NPB/cPz9+ypUVc/09eq5/T8+Iz2UwjVW1Uz7p9IyJHiWeDZohbopXPjAk5kL6inKpYA1PRPctLYPE809GTueOr4sLINOGf5gB4EtQ2n9v/78Ksum6SakKgD69GoghFkuzABGEk6F+TkFYsx0aoYfwAZ3/HuG58D8KWbnCNYSMRECUMKGmDD80U/JWiPrscUPXJK9uUXzto3XhpYcK6vRl/jWX/qxJA9cXxIYHtjR/e87/ieW1wvrq3vO8R58hrnzGNEfQ7QlWutoIiuP/2e3FmdGpl24hw08U3EVdwPyKGnFMIg3AejM04inG1AL+R+I6Ph+2gBjpFXrsxmVQKIauINCxbM94+7mrlopAyayERHsq55bjjrQmayEhjCMiDoxlxHtpL5mXuBGjOeh3ft6ZXgTbV1dymJ6cpj3pho1nxMs+xTP5yybx0+rwzmYmt8OIjI2gK4oZYIkYaFqNNXqkHp5kWydLUGX5hP6tUaoKdhDbsCttqeBVc741Qt+hPu9o2DzUII3atUCup5muNavAE0OEhE76AMHB+ctBdOjcqBInLHQvjPv/SSrWtvErWCaB1RWZwIp5QTE5eYRaIz1SkA5BoHFuVwLcRzDp8j9QGcHQ6cP19ssTFYKFpJT6DnT40JJADCOlqalKHgmAdDRf5RdI2NxpFZeXhtTQnb2AY/atxaUwk7PjQrCVCUg3AeiM5yvqhjqXlkoaTaJUDPsyeHtdjjCBKlHp/N2tA0EsCMX9Tyi0mveSUyHM0oTiPONd3JXRE9Rl2zE6B1UtyVgbow8PFKWTi20ECWiz8WUnDTsZCVSKIM5ZysZJBxUk+ZEtQmCtovBQDLEVRYjnVNj9loS4d+n+3sts3jF6wQidpj17/Nvn7Ph+3o7e+0kawD8B1kbeIuI8BYuxoPx81nvACwOKM4w55OxOsACwkMRFF9o6ePc+h9lganGkvFzGbCNLFI0FySSHyg8sb1c7VBRStEInJMU0nquZpshBqnqAOMPHdID5N55LmlDmlq1il1cb85gJ/U8TL2AB0caJ556tQQ6YDKhrMHyMgWpkTvSjdFRe+DnRb3IgOeuhe6f3xjVXfdHY0Pgx5G3QT01YuTgDRqUbgfndMuuXDkt2cLqjdyUtEJfY7nR9Q41NaaEjoOOf8RehKldOyAA+6xGep4ckUbRqaa4ESEprXuNV+wj9/GdUIljvPBkWMcOltofFuUM8p++fyOnlZls1ExE6Wv5CSuoasupsRVjTZM9pxg0tBUxt0Heddj58bNHbqXwj23nHS3Uwv0cuKAT18Th3EcZEemfD8umgSjwEGtYnPcstNkldl/UjTB/nZof9NWyrpAiOrkBP5cg+FkIirQwViTcUGghn4y1daPxQBELbLWZGoA4dToLKR4Vy0gF87KD045KXIy6mQG33fDetXvLLbeLVR7VXnMAKkj/W4tY11gDTiYHLN37+1VgGqh6x4+Zs4b0Mx8XEmdfv3ipKTEr2SD0ugiWbqB8drU2ziPerUG6GlYwy6zrUXPgqudcaoW/fHdvuNRKBE5LSos0CxOOFLUYzBxI1jAuRIdRrTg2ZOjcupxeohk4yxIIvrMmN29q0sLCP1NAAtQLYiw4nzQGI2CY4ALlAKixV9+/pwcu2rRU3+OAiOTTMIUnzfpHxFlvAL2MTKTkyPF+X3sjq1S8lksWokDhjOAM+ijixT+SkUNalYAMHxBtO+lgtPY0u3kfm/a1G5vDM7a944OWm86YbMFB47UYDQZk8O/vqNZDqiLVuelXoeIAcpFODhTsznXxLFGb9+DFY4/k3fSu964boBJ0duqbdDTWkJZpDktutVb1NezBJF/qUYFKmM4jTj3gFxfW1MKFPW88tlaWkt2xj5y5Hv2qYPfFMh5969+xnKxmMDOb338n9jpro12orlTEr9v390j2hf9kn7hnTttR0/aPvPYCdVT3LJ5rsbDU4dw8DtSrl4CChXn5JxrJ/kMUPLZFAcMohaJOwohg98aj1ik6HvgRFSboMJ+zSmOosi9w/PFOEnQIUNNnOsHhQvbloypZwmfOT9elOxwb7pJTtdc/ZKjLvEdFJs4/iePDwuAvuf6XoEootBkB/gswQ1qZlyDUAC/U16ziGtm5IGOzz5KbCGo25JwRQhlMwY4tmRMXz0/MVeTFEMYhQxDTD1pqC3BOQTY8IyoVoOBjTj5b1f/4QD+4ERGDij7Z0x8rRFCCgAHD168UAbb4HfJYgevM5fxfDDfuHuxqHkDsYjmJNmnhK75Nw+f1wE/JEc1uuhcX0kbDjc6xfndFE+pHklKeIWiKIA49Jp71XuKeSKlY2H+dDb3RDD/cF25lsrMqF7HKfYBYza1NdtMDqlwMmouC9jblgyoXa6vUiRUk8VYEaSBypjN51TL+Gvv2ztvzqwVQNQia811/dtv36FruFBwaiE6ls/KEyxiXH/pvt2qHV3NGhs+Zo7NXau8ru3EjMtMQx883D+uzCiBg2rXvfKY+Rwgjewdzz/Xg2d+/6Z2+8SdV75B6Z4FsnSbO1vUFmApo9auXq0BehrWsMtsq+1ZUA8Zp2rRH6KjOA9QOljwt3WnRfuamigoQsl7OE1v29VjH7hxox0+N2b/8/GT2p+c+6aEBA9wBpvjOUW1Dp0dlxQpkUo+Q0SV6DV0CxZ66C0UTOfyUetsJ5o7pfPxx43851+/eM7+/PkzcuQ3tjfpWAAcODs4QyzuT58YlqNA5onPsd0j/RNy7P7B+/YqGugBK5P9/Tf0SQqVBYxaIzp997U5dR2MfcxkHQTAifX0L0k947wGNQw0Z8VOj8zIwQA8TWUdqON4RmeKkuOljgcQ5hdWnGCcFj7DvgBInltfi4XBClHiysJ4HGfveFbLxHhnNZzxqVavsVJjzAA3qjkJrscNG1rldAF8cdyhJXHf7elLB3VkhfJxVwVqy7FSyW4ZeM0+efCb9qNHvmetWVeIm4vG7Kb+1+zgln26J5/YcqMU78iSIKKBU4tD2dfKcdFQtsV+5p7t9oc/OKEaD0AIdSDq36PsQcTetbdXjruoQQGVClojQYHbtnXYwy9fcFmuoEmnoxVFgmcmrmanZhP6nVqrmDKLLrNKrx3GA0EAxoRxRcxBjXbx0KlZIbpf4LlyneehbBEJJ0OC5LJvyovzhuOFg5uJOhU36iK8EhbPDs+vqJZNjo6T7nTzgsQkoi4LWcg6QFFZ81VW5VMjzKwcU8YLJ/Vde/vsli3t9kt//KzOn+eO8fDPG7UykiJX/ZdzzHEeAcfc20TdJd4Rj6rZJDQ5lzCbkxenfor9AwScRlcg9x0C9/z0PrJz/F3DV9WzxB2djLlPqotBobeXHuf39lR00bk+HPGvbHSqYErJiSQAOhGLwJmm+J5rw5wAzW9Xb4vqP3C+u1sSun6FYpDFJTta5L5D/MEdr6cnYpkCTUlbBDCZxwGZgCzeboqjloaohBM+Adzt7m3RfReNEGhqtZ+8Y7Ndt0J54lplrZkjkfteCR3LXYe83bG9e9WAJ3zMqUSzMjwacz0rRc0PHDO/M8a+nUG1616dOp2UOA/BBNbCGzd12G+8/3qJ6VwN21MlS/f8qWGtnYsFuzja/YHARD1aA/Q0rGGX2Vbbs6BeMk6V0R8XTYaKVFKfDacWlLctnSk5r2RXWDDjkagWVjI+n33ylCZ8HMGwE8OC3BxzdUAAhM1dLXIQx2dnLJedy5hMzGblAKC0tH9jh/r7+OOmiPePHjtuL54Zk0PJ517pxzmJWFMspmsAWMCp8nKs6q3BMcZolhgRReb/+dZrcu74jBdVQBkJ5SsWqu09KTm9vsyfLA/b8Y0jw1jA9xXxfxMZxw6dGbNoJGbtzQ7YXZhwyl7lLvZTGSsWC3ZscEZj2taMkxyXahgRbA9aalX18h8jUotJtSp40dcDVTLkOPYwlpBDGN5mCAhVvrcc86pz0O66oQrGaQAYU70WPYkA2mTmuB4UugMmcMBx2MqeaZVt8notWOiu0y/Zv3z0v9qNF46VXzvWtcn+9MBD9uc3vc9GWjt1crjGOJTc0zSqhOa1kEKX60OV1b3J4ZEV3NmbFh0UxxLAzDMA8Bidzou6hNEAknsRgIKjqd4/0ai+v14g22xsygHnf/fxW2x4pqh6kWdODKkfCc8TwIUIPPckWSgAEcIAO/ta9bxSOA2o5H5HchnQAkAiwwIFFUDJOeF84dgfPD0igIEzx3bD/VJ87QQSwow11CfGR2IOJSdzrHoyTxurYvh0BEJw6AGPvl6DWg2uOcX3gMSwL+unJ1H5CEwkXI8s1yvJSXHjeJINyQQS4zyxTqTBPaHhoEG55xPHE8jocX7NcWighfLrfJ+ABlSvaKRoyaa4AhQAQAww6W69Uvn3xeb6dCjizzF4urAfY55TggE3bGhXgAclP1QteR6oo3Hjh0Im30so++Vojy7L54UdAGK+NxPvUZiPZDX02XQqKWGDZ0+OSEyFY2H723uSut6AHO4VRCx29LZKdMb3qlkNiFirBp9rJR+9nGPmmfFjzrVivQOgxsw1bSVT7dQ1805+veK6L3bM0CahtKFmerUAz0JZur6WpCUTL9pskAGtZojiPHi9CxrWozVAT8Madpktvcbdm69mxqky+gNt5KsvnlNBMxFTikZZbGcyiBskxfMfmnLN67b3tsjxgaMtGkrIAEBNyZhNBFFI1x8kJwcFJyMX+Laz2ZJNJwp22zZqJVzEmeP+/msX7QvPnC5TdCgkzxegEOWslIHOUZQzQZBa3e0DfyQacw4TwyGhAXoMjM3YH3zvmIAY0rtcN7bL+zgcRFdZDManc1ZqNjkMgBFMTnawHnDsPgPhoq1zBZ4cQ0sTtCCXeUKNKhahFsSBO5zVvzk6qHHpaEb5ztU/AeYWUWFe0qC0VUvQBNIBZQzBT/w4Gnx6MFZtt2uR7PFZAOoFtnS3qDcHAPbF02MaB7IXRERPDk0LdIjuFOCdSmBmwWuAeMBiVdADZS43a9NBEGKiKS3Ak4kl7OvXv11g54mtN5c9YjICFIv7zAHXiOt6bnRaYID+NQ/cMKdE5TOpNIfkPqNu65X+CTs3OqTjdgpp1Cu5LMFe9YTaoX397nde072hkY2UtM11rUlRHXmukBQHFGF37uixRCKhe4reV4wNX+Nvvsd9vbkpLpEBAP4n79pm33vtopwq72Rt7GxWMT6jSQYVqun6difUwTmmm6PaDvMW32N+gDbknz1fO3H43LiUAXkOEGIAbPi+SgguANOqXQp/343NoiDn+q54Og8BCFECAzopz4KXTQeA+ZohzrWQdxkxrFgq6p7lu9BhmUt47DTnBc6priuJLwQbCjTZjFlbytVTSVWSOTnh5myvVKYCfvXcAqQFdDhJF6fL82lZqCVQ5ltqrg9H/AngQBdOxNx7gBTGE1UwgjAbO5s0/3zirq1206aOciNSsgJcX4JKjIengG5sTQrsqkmtrgeAOKqs3NautPbBOZd4PRFT4Go2W1TjWTJuALnwOsE4Uy/EvbAWjIS1bPBZi2jCWpg/5sePDeoeTwRg1wmsOIVMFEwRXWDu8sC32hp/pY55LW1gEmGisLzHpQbo43M7muc3B64Xa4CehjXsMttaTu71kHGaF/3Z4H4QHS7EHL+eSW9dW7Ot72hyvRya4nYU+c4m5wQQQWZRnacKQ+O/GPkTt0BMZejmHgCgwFvyFCFexyljkXYNAyOKUJJ5ITKJaEJCIgK+n4SLmFJtILngIMmhmhQ50I76EQucnGK+ZI+/MSRHgEWL97vSTkWN6DvXyxXTl6RU5bnwni7jDZW1cKxX4E2NDF3DRaK6OLI40kRzXf0FCnhONtgVWUcsKwqca/C6Fqpl1TZRLUuDwrJOaoXbrNVEAQyi5Ch3kQFhfIks48hBOeS+BPBVZpUqx8PTkXR9vNcdWOfMuP3ES98Rhe3Qht326x/+db3+yrqd9r9/+Nftb3bdaWOpSx0NR+WLuD4u9G7JF+SMPnFsWKISRM6RE2esHnn5wiVF6UjmAr65B32DS8lyB/1PqE+jDggHHOebLBAZOW4VMn5QsyITGd0jnemE9bXw/E7qWMiGAAYAizxX0JQcYI2WhRS4twkgUB9AZqbSyXpw/3qdJE4aUuvnRjPKGu3f1CalMpx3nuFnTgzbsaEpe/38hIAp1wvwATUTR/ruvrQoeIByXifb4zJ4UYsD1gM/SSAi6uh0ZBAQYuA99vGjB5x0PUZmrLe1WVk9BTygPZbcGJKBijr+ls6bsaA1iHCGHFBHB8zFOMaSekH5GimuA7cFzxbnVio5R59tXrehXfWE1FvFiu78cGg5B30HQEmWJ6CLMUeElarIUCqTVHK/z7uPqsz14Yg/tDJJy+dR1HO9oMjasXZwzoC3rpYmAR4//+I009ySgMDQZEbBNSiHut9TCf1jO9RBUisIjZA5Eil9m51/XCjocU9sCbLsl5uRsNYZmqVU19bymI9emJC4QjJOzaoHqW6ucOCVLJtT1Ftsja/1mOul1cXTJ0YE7BYz3udzZAXr0RqgZ4VWLzdhw+rfrmT6fTFLX6aME0XRpOOh++Bssn2K7qmRIXJJ5JGFl/Pnd2VPMjR7aw4VqBdtjIJb0VIosg+yC0g8V1DEyCi9cWHSdva02raeFi347HNzl+vDIHnVwKkMAuZlhagwI8o3gixLMwf7AXhQQ0RAyzttFHCzmHF8XS1xdaAnsuw6lLsvQ/MLN+msBBL8fXbE1YrwvbzAlovIezUrjh+nx0lMu9xLtkj9zpWTaQ5LU3MnLOTirKWQgZqKFp0D+/zpUbvvul45WMyxqFi5Hj1OAAAwuZCpEB8qWtYBR75376lDAjofOPpDayq4s+mdHrVkPmfZuHsO/vLG+xfdJvcBkW+yboADrhHXivoK7gkCGjhC0Lx4ntXwEbnd8xNyRqXUFo0KKEB9wXkGxNIM0mcRuW+vW99qXamEMkhkSnvSCWVQAFy+Ue2BzW1mEwP2339w3F4fnJHULaCfQnuAAyAMStKuvrSCC8w53uFijqnmZIUzwTTARcULkB+2Petb1X+Ecz0xPCUn3NMkcfy4XgQ7EHjY3t0i8EC2BoAHYMMZckXcsXJTVGgyZFpQaEM++S+fP6fjxxkkw3fPzm575Mh5OY9Q/NBGIKsBzYtrkkq4ukKuuZdSB5QgLKDifAUVHMWLv3mO1IsnkAnmmSNTS9QeAMMcltgE5dD1GuI5VbY1ldDnAQOuDi+vuZRrB82JyL6fz1EIw16/OFXTXO8j/tAUL07069wAK2R4ADx8ZyHHme/+5kPX62mFHgh1kXmFzJ9qrJqgxRZFGUwhb18oaSxcTyXTvHx2PKt9UMf4pefOXlFGQrVsB9ea3lZk/dgf17DWtXEh0YS1NI75V+/fbb89SS+dySA4F9NaxLiytoHHUeHkuvD8LbbGL3XMq211sZa+6iTiFsGkH1kg68/7fK5erQF63mL9Vhp2daweUtnVMk6uXw5OV0ETIxzv5Wac0sl4uS6GPhBQYLz6UL4QsaFJ6lKcLCqqZQfPjMrZY784OCzKvikifSBUYxKoK2GAFoAF/pUozhHoJQUVVVITQxNAJnEyBDglHAsTPA6NzwqwDQ9S/HyvZICCtCUBKcYgrIYWD1SoyO7gGOFEuIiv62APUMGZk1BBFCllnLCoHNZqtTZSQQrewIEaywCSilqUpnJOOY1/XhktCBgrUn0F29LMO96udMKGp4K+KyEK3OUw1egUSqLQkKU4fnHaTg1NuyJq+qbICV18G/5thvljLz5iv/LEF2znSH/5/ZfW7xZ97S/331cGPIuZp0resaNLjhg1MDi6vZ0pgR/2x7NEvc2Tx4ck4Yvj7DM5ZPOcKEHMMpm8xpCN4oBDNeR+xGlyQLxkRwYmtT2yBF6+FiUk9nlieFpReLJIUxMmJzeZiCvb6KSVcTbycsDHprOqh8Jx5rjDDpd3srwzBFhLB84Q9Tk8B765YCXFSdeBrEqQUXI1I8iK83y77AfBhb62ZqkkAmKZb7imY1I2BNhTb1J0zwkgBYW1oP6EeqewMMmn79lmFyYzdvT8hDJCsGpoLsm4k2VjDlHtkehrTmyA9ybL6ncR0Wk5Nxx8aHTrWsmkxTT3XZjISsgBqqoCIiUnk480PCCD55kx5Fz8fMm1AJC1NcXs9YvTuk4EbpjL/HyOLWeup46SLBfH8s3DA7o2zNWAV8DxYsEx6j6gvDFunrrIvrhX+R7Xh/kGKXAydFAtT1wcN2t2NFt/XBwDlNIrzUgIZzuODIzbM8eHpYS5VH+jqxmERrzh//zwfvu977yuoAx1XWRoqTl86ey4oyzHo1LdXM0av9pWF2vtq46GpKgXaj1Q+bl6swboucb7rTTs2rErkX5fTsaJBZ1jAYywkLck3IRIr4nl3MMeTB06OyZny6sPYYMT0NSKiliziBIZJoKHIhnKZDg+oohIBrZgJfyaKo02y1Ky9IhXo0q6bs/Y117qV1TSUXiy+h1HPVsoCMjgpAHEHHgoijZEcTJZFF9LAvUnnKHBXIcdl5HxxyOwg1RySOUpGTMbzwTysZKIvRTw8HmK9N3v7s2bN7fb998Y1flLmSz0eTWqVHNIV3h9tYxdD006BxMLVJPnvX85jPvn80+f1rgDNtVfaD5TrapFi47+VojGdGw0EwXwTCZTAjmfO/ABe2nDnmUdSym4dkTrFdUPgIinr1AzceziiA2Mzyj7R3aAY6A/C59x0rOOVumbXaIwCGWNv/0+/E8ncw5QSihb4rIpri4Fp/RTd2+1R1/qt81ylFvs6VMT2idy8TPZpJ5nHC0yBQAChLX+1j3b5XSHO8TzjFc6Q/pOJi8FMWqqcOJxllHpIsvJ69OZXDmiC6BwzXcjOp/2hKtXCqtWAdhw+r57dJAmUQInfAYgqwi+5oS5bArnwdrqBVX491N3bbVHDw/Y8UEyui6SjjCKMjxIt6NUEMxvsZLrkcQriEFA2eL5Yo4j28Fxcx0Bh4AnZXKCbCvA8fuvDWk81McIMQMEUIIaLJ5xgBPnxXGQYQacQtMjw/XA/nX29lD/l1rn+krHlPsKgIfCI45zLcGxyqAaIFTZkh1ddueObgkh+P3ff/06OzU4YQcfP22/ev8e29bbVj6uWhgJGLTKtVzD+D7H/N1XL4Z8q4X7G1Ubv0rBmY/duXJluVoMme5fe9+e8pifHJrStfrorZvtlq0dAkHpVYzPaoWHLoev2lJjlq/Wz10Nq98jq0Ort34rDbv27Eqk3xczvzh+9olT9p1XL8gBgeoBf55GcCxu4UjrsnjO5yfs5PC0Cpm9c0E0HOcJKhtA5OiFSUXOeZZQeUVVDTrMa+fHDea+qGJQuSpACA4OVA0WYJ91UGExvP2gKR81BK1NWWtJJkQHcrK1DlCwXYCEepvEYtZsTmLUCw/4LEZ5f+pmP+fkhwv2i6G/L0656D0ZIyhM1ejOrvAcNSiTQh3h6lfPT6o4fgLmVpUxhfKzFspoq7XK/YaP1dXOXJ59QoGk6aRrtxlQFRewDeOD9vFDj9hPvfiI/Zv3/Jx99YZ36zi/ePODNtjSaV+54V1l0YKFbDEwR5PMbx+5IDngGcmgNwucAH5euzAhwQQV2qso3jn1ACCcbIABn5VMeACAoU4uVhXBmJKRmMzkJN3MM8Q2eSZZc1BJ3NyMlHRxnoIUWQEK3idmC5K7BYywVv3Fc2fk9JfBTYujzAHGvDOEKAM0Mgz6HfsulaLKopJpYL07NzatWheAAs8w2StopDyTPIMzOer3zPpHZ+xcR7MAhz8uqHpOddCpqPkCbwk6ABram+QwqgC/I6Zs8WNvDNrB02NyKKl7IjjSlUrqvmPOePrkiNZeyUQj8hHU6mAEN5qCJqV8vj2VtJZEXMAOeeeL4xk9j4A6nFJqXMiAMCbUPtGPhPN+7vSo6InZwWmJPDBXklkaGKcuMaHsCfMb8+bXXxoQpcnPm7XM9Qs5pudGyQ5F7UMHNs4DLGsRVONvqMAHCVh1zX9/KUYC9p//5o01Z7ms1Lfy40dGuFJwhsxruP3AtRbIXI3wEIEVV+s1Jcqjz9y1rdJXJaO1lp+7GtYAPddov5WGNWylxkRH4S4cZCZoFjVPY4HGEJ4QscUmdE8rwBG6e1e3HRkYk+OAM4bjjkPDc4FRRAsQIcOEy4MTQvaF70+jKhbUtMRL9NOB+jN3zC4KTn2PEy5oQrmpQOQ8InoHNDe6tAN+HF3ORa6boZ9F6dLumjiSWXF1RvPHJOzokr3x74fVzBb6vKtHWbzpJkXEnFuEGiXLyXHqbnUUKV+/VLl99utpfWvYEmdNTNkojm3xmtYVG8MJbQtHN08/lor3Y8WC3f/GM/bJg9+w+489qwg/9tHD37Vv3Phujdlga5d98cD7axq3eWCO/1Vklsi0eFlygD2LOkCMLABOBNeR5wcgIIlojnnCUdv8dvw1zNfYT4lIP5Fr6I0HtnSK2gYVDWcTyxaL8xSkMPYfizpqaTF4lnkeqDPBoQZ4/OC1QYGo+67rkxPkqEsZV7uWzdvFqYwLLkxmLRlF4MBlUXl+eUapw3Ny88g4OzopzzVZEHrmANqeOTlim0ZnJZwwFbwHENEYakxKAguikrUmNb5kEpiHAFKso5996pTGgfljY6JZMsE0QD0/Nqvv8RyTnVbjzVjU8pm8xYMnh+0w/zBnEORA0IEM2IM3rJMAxemRab2GhDzZGhomAzI4KWiHAENocWSenjg+bIVCyXpaE8ruMGeh2EYGDPU6bCWO5GKO/nXr3fZePz9pD+yrvd5zLYJqCznyZAeXkzlYDuUs7FthzI8AY64r17Kab+XHj2vCvcE92xbcT1x76s/UfqCrZdHmqfUayFyp8BBA8AtPnxYIh+lAwMNnbLuD/k8r9VVhUSy1FnladL1aA/Rcg/1WGra4NUQmFjfGBuUZInSVBavhCfGHbwyK471QVK+SloGDB7VgW3fKetuaRbt56eyYnEAmXhYlJkvoZDg54vJTnxPUaiTJHOAQBXSgykJ5+PoxZHwtoH4Vi6LbEH1Vz42gc44DPUXtb0t3StukOBhnShLHFduGcuNlkFkkVLcQ0NVstWAj4rI2OJks4sWgkB5nmUUZNabiZEYUn2KYUhVzhd4oR+VDR3C562qWYzi3XCf6IHHNlqq3qdU4R6hG1PgA+shYICSBRUpF+0ff/xP7xKFHbMPkcPk7T269yT534CH7+nVvd7VQIYWw8aBou1YLeljOM91XFIEjj0xWIZu3Mag0Ufq40Kcm7+5/ZfXmZMmVYeQe8D1hKqibC5mnwz1zYtTu29urvioAHpxBVA6xZDSqonQnUTzX1wXKGSIKNPrl3ttT8Zy7XjYRAQicILJQBCm434amnbPJs84zMZkle1KUVDbmgyPqd1MWGHHPnb8fAEWshTii/CP6jijCHds67ej5KdVAAKL4PpQ25oKwStk0Ag+TLhMD2IMGSyNIF0gpalyfOzVqLUl3LaT4qCiFywjSK4gMIfWBPGecIw1FocNSYwVoWtfWJDDE+ZDNwmnnmBk33gfYooLG+2Q5oDW+b/86Ffr3pJuU0alUn1yuI1nPQdRKR365mZjl1pJ432o2F7Mj/SPla839jcO+o7dFADbsWzEuz50atmMXJ3QPx4JgQ2o2piwxEuzUkv3Zc6ftn3zghmvOB0ivQHjIZ77I8DBNkG0mAHQxeA5v3dqp52Glviq0V57bxdom8D6fe9deq0trgJ5lWLpO+q00bGFg0xCZWBvwzmL7uVCktTKq99596+zbrzh5Xv8+Ed3jF6fscP+E3dfm6C00W3QUGddnhoWJZ4RoqZrlwenn91Ahu7fKJYo6GyZy3+iQ94en8zY45XrzoFK9vrVJWSMkgvncycEpwy3CJ8TxcmprUYskSzY64+ovqCdi4cahpNGh7+GzFtkVH+X3/XFaE+6siE5PSbGrEES8IzaVyztZ35LrMcJ4SnrZn3/Q+DSsOHe1TE4uQDUeEWVvurh2KR83QkEdDNlCFNsCMFKKRO2e04cEeIZS7fZnNz9gn7/l/XasZ0v5HsHl9W2gHJ1qbcYLn0mCAdminRqdrX7sqARSVxJQNNWzBjWj2by+z/1Vy8GUaY2For7zF8+ddWIfZFEnZ4yinkLRNQfGIV/X5iK4vq+LLzxX5DxiAhFEzTMF6KElUbV880SeSzI1iIsw3jwrgG7X6JLsqymD4+riEAhw7wFuohHXBFRACqnqYslSqKNJLjqqeZhn/n371ikQ0tqc1Bz92gXX6HUocKKZm71KGWCMgyabAuCh/g8KITQ+slo4v/2jGRufccckZbxA+IR7BaDLXKWaHMYkU7DslGuUjFzz4MSsAi9PHBsSZRZRBpxjCbEEYidk0dLJuIAPDrebu1zPIsa3EqRgy3Ukaw2iMk5rXUOzXFsOQOP6LLeWhPNiTXj25LCCB/5aA+hx2JF+B4TxOW9Q2I6cGxflEpoz9zf3NuMElZo6K+anN65R9s1yW12EgSmBDgKNjCXrbTKd1OtvBPV2lb5qrYFiniHWy4jmpUuPmQAiQJXP1as1vPNrsN/KW90WAjb7NrZd4og3RCYutfQS4F0OEFSWINJaGdU7en7S/uiHJ+QwQJvx7wMq3razS0XLT50Ytnfs7pHDQL0AjoeXq8UJgiaDg0FklSLoalbpG/KpMJ1KDk+YNlQwG5jIONnqwEl2tUElK0QjorYRCdezi2OsvurOsYaeRsZItRc0MLwMMs0swL2tjDcNJqPWRHE06m1Iakuyzs0j/A0Vp9LAg2LgBCfve9Lg+FKfVFno7+lxa5WBqaR+UZO1b0ObHNPMxGy5sepqzV/nXcNn7adfetg++PL37ON/5/+xc/E2Xa/ffeenrW1m0h7de7dlY65+LDgsfRfhiuYEsuUObC6EMZYLhhjHfLa45GeUdZFSGSpGOTkJRFzJLpBBoKZnof16Jx76GM9GKeL6FfFdwI0a4U5nBHr+8oVzFk8g2uGyH9SIQckiwv0GYB/hjWJRdC7uMwrkoVm6Jp7u3uO77hmkP5Rv4om0tgsr0IIEEMAz7pp5Rh34yrvgA9lVnB/uSzIsPEPQ3aD7wTjEEeU1aHcYwOauHd22oT0l9UWyvKyXNPz1KmU8n2B9iqHJ6AB4PC0HZ425xPfGwjyOlFw5inlTWQEezlWNXkvOiUYREFU2KG2otHllM3oScfxOoto9U9D2eBZpLDs4OWvbetJSVlvLoCefW2p7ZK2//Pw5gVbqmpinoFZWiiZcblsKoAGAR6Yz9uLZUTt4ijqorOTXPWWa60kNFL2IWLuhz4WPXXVyNKSeydk21Rm5qAXPUqIlYadGZmx9UE/nnfRnTowoIMB6AkiXBf2X2Ba1WGTquD+uRfbNcltdhIEpzxCAnUxrMg0VNSLK6/BUVsE9VP68r7qcQPFdO7oC2fbqx8xc0JSI6HP1ag3Qcw32W3kr20KFnyiHPXx4QLLFt2271FFviEzUDt6JtOLMMFbVonosJC+fG7N7dnWX3/fS18TV929sE52EYlycCuRe6duD8ycltGJJtBbXhHRhBzBsXiwApyTsrPoelD7dLsc0KLBRpiB4vShg43r+4EgQkdL3RZsrqXCchZNIPpQyFNkqDV92dWpqJUUlMRysXAnn0inWKYtRQxLAn78nUeFs4ASJmjSZsbHZwrzaJJxNKD7VonIrO4M5wIVz67vXA9rCvUAXAhT+blroPJvyWXvo6GP2qYPfVH8dbz965Pv2Xw98UCD2+9tvnX88QTNO5l+ixdDOpM7n6VYB9QuK3CW1QasQY1io1gsA6g0nvJAr2uZO95xxfDhlHMlCYBTAwz0YiyGPHpGzzfzFOOv+DO5dJUbzLtsDAJnOohrHkh6RKAmCB0gxd6aTlogRNXfgCMU57j/mSt880fXa5WfEUfigVgaS7wAEjl3PmSiHbtDCQhZc956WhL33uj49T4AZQNTrFwh2uP5E5XGLRFRPSC+d5046KhNAyhfM37ylQzQyHLawUAPHBzWO44dGiJgC++AelwQ2Igtc82jE+to8hccJNkSyedV6EJihDxLS2P4CagwCyqyya0WzARXwu+swWCjqe7du7rSn+obt6RPDVWshFwp6hqPoPDPsg/Hhd3opvXxuvOo8zDXHQeV6AOBY89jHMyeH7dFXzqs+6afv2b5kIK9aFH+5thhA47gOnxuTOMb/fPyknRtxIJ1rgKH65xoxOzn+ixPn7MDWDnvn3r7yNqD6UvMFMCKIgoPu5M+dYh71mTwXfI6MDedDBgjZ8hND0wI53Hd+Hzxf3FNsh+9y/NeihXs44eOQVeVeuGVz5yWgJAxMuZeop0OC3kvf89zO5gr2+sVJ9dXDV11undaG1mbdT4sZ6zufq1e7Nu+Et3i/lbeqLcYr3tBeshfPjAZKWVZX/OhrDbz7Ghn304GZcFEpk6evHcC4Hoyt52F7UHnf9X12+/YuOzsybf/XV44oUtnRnAyoCDRunKzZ4VR384hJmeoSEYEFtlEpex30+pTTpGxF6H1oFPzDFoLEi/GYF7IwEMjlzZrTLuJNdH1splA+hrme7os71Q5sROX0qRFeloj1jK4N188bjj5OVaUU9mppXuGsijJS06iMOWez2ucqzWWmIjpvGlN665scsV9+4ov24y9/x7pmJ/RaIRK17+66w75854/Yo7vuLGeuytc7AImM3ZbOZutpc7SusemkIsqeUsh9yn59P5zwMa4GxDL9LKYq541zHZiYtZ5ikxxrgAuAB+AtuluFyUmPos7mnFSyHewLahaBBP8VNfmMxdUc+MDmdjsxPKNgxs++fbv99cFzlj7jREW4N5gDHc3FScOPzfpO8iU5SlyTCZ9pojcVGTI19UVa2vXP4u7iJxgyTv+atqRA2fnxGY1xR3NcAZOLE1nXtDR4XlGvB2R5ip0HCgBVZLnff+MGnQMKkhSdY9QSPn5s0NV10GBTfY0KygYVSkjPOzoTx0h9DXMS1xyQwLWGvobzzLyVTsRUB0X2ekdPWp+nH0wECmKoHogDBuz5Z9bV9jkgxLz4pYNnbXgyK6UweuAwfvRkQp6ce61a0DMcRef8odExNgR9CAYBTtlP5TzMdeZcAKaA3h++MSTgQL8x7gXoXn91sF99hv7Rg3sX9DsWiuI/sK9nTQJlzP3PnxpRBhLRh53dLaqJomaLDCPGM+lAjKMmUl+JSEVY6Q6HHVCDGh71IJwr9z/3FXTCHT0tAuw+Y8NP1Ppu3twpEQ7eA7oiaiMZdNGUS5Il932arhWrBKkEtHwhp8I2QYCi0iqBKSIb1PB40Enz4kLRpOz48Tu3KKiJEt9yFPMePXrePRtBVr3S9HrJfe7DtyCsX3/WAD3XYL+Vt6otxitmkqOgmqgQTnplN/GGyETt4J2iaWoIoKUNjGXKUTroMSruTbkoHLx+JsxKzj2LFU7Hk8eGRSl58tiIHAtoKZOZGfF9Wfh91qMWg5rGhL4WdC1fqL4QCOC1RLCfaqCjVj/ZAwMLHHPASp/6F81couBV7ZQWOleK+SMlCi0C2Wii3PmihZlXRD2zhXw527HW6m9Okrxg05FCudaolu2zIAIudV5BTZdej0btZ57/miWLeTvb1mdfuOVB/etv7xNVzavjtSbjjvJCHVG24BpTxiI2Sy8mUZ5cTx2cYjIlOM1ERqlXWeha2wrGx4/pQgao59S8AANAOx7J6hjVZDcWkTM+RVPckDpdMbjuONRkJDtTMTs/6SibThWO9cZBZL6DM8nnYrGY1Jl47oi409OGRsCv4fAEkV4fOacOB5WrW7d2iUYJLYlsCRQ8tiWaYKCwxjkIpAW0S3YqwYIictl5FZn3tTXrmT89TP1eRvekF22gHw7vPXtyRM69L0wn60K2BfD/rVcuCADR1+TOnd22b32b3byl3Z4+OaRjx6EFjJAl45qzXScP744vHkSwuR+dzHzJWqgriLusLQb4ITgwMdsmCW3Wh2yuoPo/QDvnRmZHWWLqg4LanrZUQmCOjNEf/uC4gBlMAkAJjv6JoSnNnffvW2efvnvbPPARZiXw7FPbCCDMFwt2XiIPGTs+NKX1DEDBtfPz8LaelI6FBqiMD3QxHF71RaKvkLJ7eXv+5Ih99slT9s8/tP8S/2OxPi0DY1N2Z7VIyzICZWSZyfAwDn2tSdu/sV1rBPM715NsPzcT9SV+vQaQkHnhngg71OnAYee7d+7ouiTQxjUim8nnsLnPR3Uv+WuIyh7AXPcafaGoP7FrxypBKvc8QBnwu3d9a7l30cv948p6hTMx1YApwKdrR1LzJBme/Zva7Tfef73AIXViyxXSwB8g6EBghLGuNL1eKupz9WoN0HON9lt5K9pivGImRxYLFu0wleKtJjKxHOW6hcA7Rm3UI4fPa4Fl4ff0GKK6p0dKoi8wkaKIFObc49QxUdM8kMUWyVBqDNguizwTNrUJy6UU8fmpnHOwq0kKr8R8HQB8/kr6V/jveXS6VewPYE5k1sqNUuGeuzoYnVcQofRWDfDw7hSIKZAtVtSvSshNCmZBcXdltkdgzNbGVEC+BKWt0q4797roaxsmBu0XP/Yv9NpwS4f9zn0/a2/0bLXv7bzNitG5Qlii2zh56v8URODJYvW0NtmJwSndc9yDbkxd7xgUx6RiXSop6rxURma5oMerlVUz7k8cccYllSCr47ImAHfOBWW5FJSskpM63tTR5DITU67x5/rWpHW3pVwRexZ59ZLl8jh9zuFPBmODn8K4QJVizmN8+A7iAMyTOJTppkQ5C4tjiFNKhJ3v4TAR1YUC8+XnztqR/gllEORw5ouaS5NkdYObiGMnsJTLlyyRoCePq6fCERsYdwqE3Mc4ohIrCeZhwANZDgADcwTKUmTlcWbfvrtHji6ZkyePD9tfv9hvLXw/wTxdDGhyrkZLwgTBvUsGKRZ1ktXMXWRxOGbeZ84C+JYVGBFeKJQ0XyHkQG8wvsdnN3W1KEPxwqlRG51B7IAeYuyjZJs6UsowSwihUNQ53LOz2zrTTZIPZ5zIXDB/EgwCVPoGsNSezBWVp+17rw1q/uPebU0k9D2e9WSh5JQ0e9P2D963R1Qtd3+VVKR/YnBS28CR57g5H8YZUCrhhUjJnjw2pCwXdUe1qq0duzBu1uY+t9JAGWCZc2L8ADw42DyLgFoAnhMRiZSfS97zQhuIVIQd6rDDzvGGg5bVqIP+80+dGNJ19JkgnhGeNcanuy1pd2zrUsbvWmB4VILUVKJZYhtQLTkfPV/RhXvtLMbgoIYHStsn7twqwLNSNeJ17Un3fAQCMR43+4bdHCNrD5+rV3tze4ANe1NZehFeMQso0cv+2VlFD8P2VhGZWIlyXTXwroWwHAKvAExBCBdQgzNz8ux4uRkptBkWNSbL3etatWgTpbpta6eta09Z5tSIHItaKEELmXc0ccBqtaXEB6pgZLePReSh/WRf7ateYMCzEvisCsStJHljf0+GM0msQysFIlX9lpBEcqWYAq9JKW+NbbEttmam7aOH/8Y+efCbdvP5N8qv7xw+a8e7HQ3iv7/txxfcLlQ+xgxniAguEsfbu1NS6YNiRxSYbCKRXYQ4oP3hKNR6ml75CyCyFmA6HzilPjtK9NM33IWipeamqbgyV2RDcO4BQ2R/ulqbRXs6OzKj8/YgH+ef71N/5hsQqg+Nov+O3gjYCBfcO+GA+ZFzjoIMD3Oof/aTd0XlcLEfHGQvGU3G0Cm4ub5Y9AziMwhNzAQUo3hws3v6IZ/LFfK6FgAiMpFcC0CXoxlSI2QBPc5UI8NrrU3UbNAjiHodmgeXNKfPRJzinAQGou44/EjzH1kX1SOFRCAAPsmYyxCwb8aWujONUcr1CWPf1B9yQowNY02PI85EoFTZoZwy3Q5oROyFM2N2yxYn++sccyS3C/a1l/pVc0Gkm7GHuka9xLZuB45wupWFRE6bk4/EVI/U2pq00ZmSffe1QTm0Q1M5J/9fKNkrAxOS5HaZZ9cXSUEL6IdBRASaHMX/0ArDoKcaKyJMVcZpxlgXd6yr3UHFwf7Igaj2R6agVDovuhQZPN2mkYgyjmR/GDMXUKLQ0ikYemlysm041ByjD7g9eOO6muulvYP/cv+YjczkVNuzpTmlwAL7IbvLfd/RklRgpN4ZHtVAKiCd8yFoyL3pldecqEj1TMxyyi/SVfyp8D3CMykhklCgeP+6DgUfvKqoX7PCwTXe53P1ag3Q07A3RQE+xkQKRYLICJPilRKZqDW7cjn7By1GZVhMua7aMfE3CymLBnzpcJQYuhqTMMsvQgZ0Mcc5oKiU1xhnHAkWaRShcECIaOIEAEynZufqWK6ULbQ/ORCLhPhLy9gmsXecXBwsFXwH4gTlfalxJXQrt/jiO4azSbB24mj+rsCqgTr8wmrsFZq6AgiulF1/8YT9wtN/aR955XvWknOUh0wsbt+87u3qq3Oia+OS28B5UmYlUBGDHgNweP1iUbQPipi5jgCN82MzchylyLfINiVVHtQH8QxSWN+ZitvRgSkbz6zSQQqykES5fSNP5NEZe56f/giAoWi5XMEGEP8QXcs5xJu7UnJ2zo3NynmAyoaoBvVg/rh90IAfPJ8Uw5OReP3ilJwbCu4fbT1vh/vHRS3COfeRc18gXxkACjtLz54alrPUqdojlyFxim/ueeF8cMZFKeLek/ABGR+k3xPKsgFC+W4qGVXWDpC3q4/MU9xeOjNmHUZ/nIydHpmVcyX1ryknqBBLOLrTyPSMpZvjUoDk3NgGWSEqcbi+juaGolu+DAgYMz7j1wbWAJchc/Q8gjBcl3ft6VX0++TwjF0Yny0HKqRKyPkUS1IMUw0aNVFWVCaHjBx0Xt/vhMwYND3mXZQsyQAx7x7uH1PtDxlxHFeOgXPyx8VxI23O+FHAT6bm+dOjAlTM3WTUGUOy617av9I4VrbLWFTWeFRG8TnOsKBAU9Ts3p1mr54ftx3r2mteY75xyBXUI68fLUXs4qRbW7d2zwEu/r55U7uEVTh+HHZ8ajI8rN+8f3p4yk4Mzagtguun5QJ0tEJgTamlXpq/P/22bQ7UZAoCx9D/AAA0niXzxDxxLTA8qoFUgIcojnHHovAS8/5ZXoiyX2v5xeYKf4p13t8juUJBcxTvU4vr7cz4jAIg1WoRvfE+n9ujgEL9WX3fCQ1r2DIK8ImqLWfSvJLZlcvZP2i5jeOWOia4w54e42kcYX41UR4WGvrwbO1mgXZRPdZdouxvXJzSdZmczTldfyKYkxk5YWvlbi9WKL9YpL6SqraarFPYYJipcWqMSPbc60Q6ccRwTPIF1Leqf1+0lRUOTrWvLXRuZHhWIsiwUrv+4kn7qUOP6PfXu7cI6PzFTe+10ZaOmpt0yqENwIkc2MCxUq1KU1zXnL8B4y+eGdd8sNRQosGRbk4oO0kt2q++Z4/oXRRRRzKrozGCXREiwJlrb4rbhUnX+HNXb5s6w/OsnM5OS2mP8yMqTQ8bzk31DfGYHHKOiyJsRAeqJvOC7EY2V7SDooslrLs1af/1B8cUiaemAuoU8+T1G9r0LC4WAPLO0jMnu+z3v3tMDR7JnHzj5fNlQQSyaQJA3gkvlVS3JJW8RMxRrkoAjQD40Dw0eCbJXKEohSNMZgtwoNqmppgoMzN512AyRqYoeIi5ljOJojXTrDeGUmGz9uWUCp1jL5qqAKJTvANsRdUo2dFtefZ6WhO2tSttv/iuXZrjnFTvpP+M55UAAOMaSURBVP32Vw5rfgOMobrHNWC+ok8P3+ParCfrNuqal5Kdgi7FnNmZckXiXl0MWpenHwE2GXsA0ZYOBzzc1Qpq2IL6M+aGcRrDFs02d6TKEXdqrDpb4qIqIjoJMMSZJGXlZe7ZIqqYrHGPvT4kZ9+vJelQFJ/xdnWXTs0MqnI267KF33z5vO1e37HkGsRa8R8efc2Onp8oA2BRR1UTNmQPJKGbzil2QXlDHpxaMCiB0Aa9gAXX7ukTI6KoQiFk7MMBup+9d4f9aHJTTcFBZLs/ePPGZSvq1Vuz82pUM543Ao1cPwA3QYYwdX8xyn4t5RfRkD8F4Ab887xCReQ+g9aOfeaxk+WgKRlrL/izkCkrKm5xfVoD9DTsmrJa0rf3X7/uiohM1Jpdqfa5qUxOfGTS80Sraum5sNDku5LO3osdO53fWWQpNsXCgEe9MjJ5jTmHC5ceKgMcdugsRNZY6KHiwJ+HvvNK/7hdoL/IrGsiejl8bh+pXWg+DlPVVtNrZzGrxqCQSlcAdOohw+UL69fcSiV725mXRV87tGGP/Y87P6qXv3ndvfYnt37AvnTj/fbM5v1ylrlO1G2QcarpaIJaEhb+MI2NjAM1BQBvHNdnTo5KRWspE8FLUXLX92Rbd8o+cssmu27dhD1yeEA7pEi/Vmoc9xaOOwCKjB1H0IKQgZnmJxp20iixK52wQ2dG9Tzx7J4emXGS2YWSPgewo/7IU49mMjmbVeE+XP6AN6+6FndgSEGnYlE7MzojyldHKm+/+63X5HjTP+kdu3vlpOL48YySiYBqemBrp4AB9KTKuZHf79zebU9vG9FcQO2LivxRQEPCORaRAImUz3wT3yD7A0jIRYrKbCA44IG8q3FC+CJnRwcmlEkjUyQnPuIogOSMdF2KJZstFRR1Vn1GkOFTk9q42w+UOY6nbTYnpxkxARzc7tYmJ3pQQJGuqEwK3yeDRl8g6oeoJWH+ZC5sCorgN3T0CGQgNnH0/LiyOdAmm5vdNfRZGkcxm+t3wrgioa0Md5DJ9kY0nnm1f3TWdnS1CBCSkeRcMeZXqeeVShoPwBUA15vrb+QkxU+PTBtY3/dX8tCJ4YNWtrmbe2la87lfc3wUn6zMGJLg2cIldZc6jlxhyVYOrDuffeKUHTw9qvEHmCnaL7GUksbi+68N2Xv39Ylt4YOQ1290GSSA0UZojqWSTc+y7jlVN3q6+axFOED36JHz9vfu213Tms1nPnDTBu3PrWWupo81ai0YHleq2Xm6CtWM+8n32uFe8TRWbK0A3Z51bQKZHvxzH3KbAfQ5TyTEw0FT1vAy6F3ARGVdhkjRlbYG6GnYNWdLpW/XSmSiEmSsS8eXnV3Z0Z2+5HNlieepjPjIJwen7Edu3qjJe7nSo0y+ODDLKUhc6thfHRhXBPG18xOKljKeLK5MwLv6WkQfQhnqxTNjWrTg7ENls9mSS43n6UjveOg4SjT4o2moo/E4YLLWrvdiheX+fW9XGnwsFRmrNGhQOBOrHaPLBe7C1jM1aj/50rfsp1582HYPn9Vrt517xf7ojo9YKRK1TDxp/+yhvz/vO87X9a774uaBKos9DgwOd87TKQP1Ohww9XtaRtrOgR7XL+qX3r1Hxb1QdniW+lqRIJ4pO+61GE5kZyqp58ABMzIcFNY7mi1P2Aunx/TsyUlRGUxJ6m16/AouM8S4qLFnkKqLxdwRQLHC2WZ7ESlXFOSwZ4sIJuRta5cLbAxPI4ZQsieP52xHb9pu2tQhxwjlJsYPfwVlxsUcuHAEmEJ6n6mMRlyUlzobAMNF9cBxfXGYJ1z2xjUOrXze8LFF6UNoJgAzjD3XUlkP/qNWIJDI5jNcE/br1dmKOSeVr3HL5G1DR0pKaoBgHEDOhSwzjiPbZoxx+AEPgE6yJmQr/LnTEJXXoJSp91CrU8Mja1aumyqWrLMlqRpG+h4xZ7Y0OfVJvgvIgrrLvsMBJ34nqwfYRK4cmhsgl+y3p7pCSWQbXGvWq3Dxvnd4oYElYwSYGJf5dYDUKfGZO7Z1X+Kc+msI6KUhbmXdZTstAOi70uEyXosV+gOonjg+rPuAejF/nqgoAuxwcrkGbIPARDgIiYUDlFxPMmk37eialxnytSSsF4x/pTDD1WgjslzK+GoyQtWo+77XzvhsVpR9smfQRX0T37Wi7KfINIfAfzjAiYWDptzvS82JqjtcqHtpHVgD9DTsmrTLrZ5XDWTs6U3RCF1Wa3bludMj8z5XKfG8PhEVH5n0PBNZtYn0sTcG1deAhZ5I5aamuckXQEGHc/pYkJ7eUOV4KtPgix071A0W52MXJw2XDQeV70F1YV8sgESK+YfzBGganEzY86dG3aImWomLQMLTx5kgkkmkktclaXkl+VXXoEnpyArlWpaV2uUEPPeefNF++vmv2ftfe0Iy09hUotn+6oZ3258eeEjF4NVMUsPUNdMraRmGY4zDvCVwJFAApLHrRKagfk9kF7j3arFyb6SI2Y/cvMEe2O+cM6Kc0K3YJnQlnptatsh2uFbME0gM46RzjM6RN9vW1aL4/PgwNLWSqGvsC3AkAYUYABXw4hxCSG9kgzidRAxBBIQbYnIocQ6hO2GAo2g0JhCCY8vfbJdtAD6gtzFm161vlzP52OuDqv9hfgk7cDzXUITolZMOnDXvSH7h6TMCEhIEyEIJjMspG57MuLolKemRMWnS/haSk+dlAiJO1c7RxnD8fSYFZ0sCCWSGqKMhPcrGok6SHVDFPUAWhrEm2+OBhq/lZDt716U1v5GBZr6EQnXT5nbVAzHnARJ6002alxAaINuFw+drUnAkb9/aqUanXCuuIcCqI5UUkILOhtw0+5JCWLrJrlvv6lQqjX2TXWPOhm7I3ArgYAyYGzmPRDym71KDUgmaCDABWrivEbbgHgckieqJAmBTXHRGAE94zQEw8Dffu3tXt3oSqWeNxt/1vdnbx9o5Iic6M5FdtNAfsIcADT2Jqq113DeDE7P24P4Naizr7yHvjIcDlATTPv/0advUObd2h+uNqCXhufjDH5ywn7l3vgT4lWwjgkjIF54+LaVBqIoeiCxEGV9tRmgh6j7PfJfuVyf1fnJoes0p+1OBIMnmrlYH/hcJmjKP1AJ6+Fy9WgP0NKxhNUZ4qEnZ3GYCBKVorKbsipeP5XM4LCxKYYlnmvvhXDFBs7/KiZROzF871K/t0Ekc9STUcXz3eagCL5waUZ0GNQmo2GzuatEC5ekWPg2+vrXJnjg2aD94bdBeuzBuBzZ3WqlKozlkqFkwUUCCP85iRLQJx0ZAra1J++e8ZnNRLYrMlUSIYlEnp+qj3VGbi/go4VEolaWa1wr6+Gm62vYuF51urW3+cZYU1VvMiVyOLdRzaDX2iRcftg+/+gP9/sLGvfantzxkf33Du22qaeFABMJxOMnV+jssZL7ni+rFckVrCiiXROlHpgHYBVfETD1Mjf2CJGIQc1LLgxMZUZqIYv/VC/16FnHwl2P+dJBRngr6FkE9o+9NK1keBBPU4NNJVUO9Gpx0IgAWqI+TneEc8f1xdDgLR1lLBo1cXcG6a7YZUKRyBWtCmhl1skDdzFE8caajev/MyKzmIRxs36F+W3fa2pqdA+fnEKhLRNZx1MPO2m8+dL2O5ZmTw+4aZAsaM46tq4VajGJZuQtgUll95I9JMsI0Ow0GiyahiB70j+OkFuRQQaXD2eQT0MsikajG0lMycdh9ZgUgQ4YPB7GylpNsBFk3ag7v39dn33nlov3w9UGNP06xV9Tb2dsi+tlL58YDB9mdBxmXde2or00JsCCWgQFwOrcn7MWzY5Lf/rm377CvHOwXcCSjJAnqIEru512abf7dd+1STxXAx9PHhyVwQFYM4EcmDgDP+77PlDeOk3uHuRZQyPZxJqE6cfwAQ+ZZX9zOmsP6AmBg/LwKHGPIGFE35o9P+nUzLvtWS6G/pNYXfLLccQM8921oXzRAyX64xzyNC8ATrjcCCCP1dnxoch5drxYL72c1WRfWXcD+118aEK0UAM14k3XhHqikjKOguBIRoVozVvfu6rEHbliv63s5KPvpRVRxK4Om7vosbbV+7mpYA/Q07JqxK1FQuBj1qy2ZNpt1PWw+dGDLkhMFCwxRSp+FYZEj2gZw8NuFJkEUh0kFPnLlRErUjiglYIamgtB6cMpYdAEb8MQLsYgWNfjbAB8cAaKXLJbqaN1GJ/ii/dQfPK7t43SxGB49P6kx3L+pQ0Wn0Nk4b18sjuEMMn/hrBBJpnEgoOjlc+N6DVlVnStOVkDyl0SsH8/A8fEvqIFc6P3LKmpwjQAeLOysQ8UhIxaUPFhulSeBo1TIuV4xy7VosWDvOfas+ur8f979t+zVvh16/Y9v+5BNNKWV1Tm8fldN28J3jQZ9HDz1rjI5w3ucNyAtMk9pDaAMIDHramlSxJxnJp8sWjHIGvkswWKYKhrIdnNf8+/lc2P2T//8kDKk3JfqJzWekcMImFqu6f6GxllyvargIHlOPvtzPZkiNk6tTkiNTdMB5x0IXpANgP6E5C7HAthg3sMxpBGk2bTGs51+NghoWMSGlG3ydXOuuWY8QkNPp1zG66eHZ2xk6rzdvatHmYuDZ8bKcwiBEjJdlc7aJ+7a6rIMkzQedVSzriDr1NFCoAORApflBdj6RK7vCQWIk7oeAQ/UA3M0Ns3Zu/f22VTWUcDo6zI0OSsHXgIN9COKuyacHBMEQUQKyBIhJqCeO7li1VpO+g5xfxCRZ376zqsXNMidaddLhzmXa8LnuEbMiQAZwJ4XxgFwMK8D6Jhvw4I5iLv8zD3bbUdvq92wqd0eOXJeVF9JZVPz0hQXoEYRMEw/Yo6+fn2bxgTQkw76+Tx+fEgqZtC6AFm+LgZKIiD5HXt6VRNE8Omls2MBvZDai5LuCT/v9o/OKHPFWEsWOqgdpQHq4f4Ju6+taY5CF1wjaFP7N3dVrQvx6y3Xg/NBGr65fU4ZT5splfQ6mVGOfTk0rnQypgyPrzfCWH9QOLxFlMypJeuNqtliWRe2tZgP4QOevv9XKplwtXnB/eJU+5rKQU2oZoDqsL/g718ycKzfHAtZqFrO4XI3vi9W8aEWU8WtrB361uHaAkJjaiZXn9YAPQ27JuxKFRQuRVvDUOVhzVhsogB48KFHXz4vuhhgBCDiQJJ77MLN2rwqWuVE6iWknXBAxJLppLI+ZGTIxPS1JSXDyj6IlOIssc3hyay6eAN6qB361pELSmE7FSy35hFBpXM7kxrRU9fg0TdBcw6cOlsHzihRxceODUualqJknEMWTagXACKBmaAhZtjCjq1rrmdXxOpXP2bhY6WLPBH5oZGs4XMT1A/3JFoJ/iHjttzeM5vHLtgnXnzEPn7oEds0MajXznSss9964Jf0+3NbbtC/lZwn5yPnP7jH5r1PRDmo/UK8AMOZRk0rm3OOPNkFnKy9vSl746KTTsbZ5P6sJc2jGiGCDJ3NamAKhQiJ6PftW2d9bc2WLYzqmQFPLLe9hwf4rj6lJEdITjjHGJtTn/PAjICCpyL5rAheK89dd0tCzzeO2uBUVupnzB9+GzjlO3upyZiySf9QkfGJumebfYQJetDoqMPgWGhouaGjSWCqvTmuGhb+be9u0TGH6TvhCPRzp4bL0tHUZODoMl8CVmigybWDHqhDCc7TK4/5miWCP4zNoXMOaAA8AHKH+yM2PJ2XUhvzb4lxCOpfMFQimWv/7n27VWeTrlLLSbDoO0cu6piQ2n11YFKZqe29LZpDMX4m01EnAZzJKzuws6dV1LlydH13jxTvFlMCZU0iAKbeUcy7GdestH82r6wH2SfsP//NG1XXLT77+987pveYsyUKM5HRXMw/+t8wzjjYCro1x1VHBWBTKwD1SHLF7cVi0V46O64MH4BhLmuVtLft6LbvHr1oTx0fsXfs6RGoygTZzK4F6kLC6y3jSP6N+lOuG+frs6+qtSqZQDRgcDk0LoAmYEIiIEigh/r4cPzVBHhWU4dDpo0AINe5mg/hA55k2FEhpX6Q+1r0UtERoUhOiWbmsx9c8/n09fnS4IzRxYlzdmBrh71zb9+aU/eXEwhezId6aBFV3HDtEPVptVitn7sa1gA9Dat7W2kPmtVIR9INmWhiWLnMh8oHp2aVZXlwf/WJgr/hLm9ob5aqz53bE/bsyWE5VkSrSe87SWcXQYRnz+RKFkh9MWadJKoWfvWNcBMukywTK0XNLI709FAfhGzB0hZRtFrHN5kpZ5aY/nCWcIJ8UTgeZ1i2mYgpsqmTWZoAutdVoIyiUhQO75xMqrJERedoQt9BOYp+Fky+l6Hf5WU1H4muJ3DE9Qf0wvlXXUfoWikLEmRMlmO1XpdYsWAPvPaksjrvPv6cefb2cKrd/uLG++1zBz5ga2H+PlxI1dQ7y6X8XM8j9SLBSWuJK9MDgMcJ5lnivmS8cMZ5XnyGr7rMs5d6LtnQRFYZNRXTF13NB/VxRHOhcwHol3terh6FjIRpDti/scMObOkUNRYHkWPknzeVrURKAgWSfKbmRcIkRbthY7uce2qAmAtQmeO5vzg+re8+tH+9vTY4LeAC9QlAwFyQg9ZUcfIOi0W0XbIHALGZQUexYl5lDOifg1MNjafS4awmZ72xw6nmkbUhS8Q1cmpm8/frryUgMh5DQABhAehl6XlAg3ECoOBYN4d62rjr5q4o44tiW7Ui98p1orUQt5eL47rWXIvNnYhKOJfHq7BdHJ8VHfi+fb1yGhlDAIbPfEAlZq7HAHg49jh/YUYAiniYl/YnKzkwnlEN1beOkNWq7oBjnCvvQcUjKwOljqzgT9y+2e7Z2SNQFA6scW24dmTduHfcnF8SgCBYddu2OcDjrae1ST3XXhmY1BrEPdZCQKHZ7GfuvrRupnIcNyVTes6+99qgXSSYRl1R4Jx7IPjpu7fVnI3wIPp/PXHSBQeDbGC4j89ifWhWwtIAeAP8OA8yZ+G6WO9DcC7Pnx4Rm4JaOAQrCKQQnOG54vT6x2ZsfKZVzyTnzT3k6euVVD2kwQG2BAepyeVarWWAdjmB4Fp8qJ+vQQyCoEktVuvnroY1QE/D6toWmshYBKgtgQLwhWdO22++f5/UflZr6WRcE+QTx4aC4mgXTWuORy0RLdquzWYnLk6LjnDL5s5L+gJJUrJkAjwUwLriR+Q5e+y18+OiheFIbO5o1iRP9ufYhSk5C/DVSZ1//VC/gAsLoXqQBLKViRYnEwqFhcl0Npu3sbzrhdGcjLoOynFHxwDkoPyEAzRT4SUr2h5yCvl7LIjOhqWdFSkOJIDDEXnOCUdnNlEU1YLfay0iryerN8CD4cjgxHoKWCF0Tfib7Ed+tXy3BSxaKtr/9fB/sr7pUf39w+23qFaHRqLZeOLy7HORPkO6/wJallf9Q/6W2oSe5rk+PTjuOJxkUqg18Te2k3gOGpCGQEk66Xqy8J1yy5HpnLKxSBsjgd3RHJfzKYnWUu21QjicRIaVxc0U9NyOTOUUORbgCm3FuwUcA4BhlrxM8DvX+a6dPfauvb1lR4RnHkfk7p09ZhMXRTv7ve8e1+tYXPUSUQVWKo8LUKgsbBEpeYekneJdUbRZqG4EdjztC2eH7YYdzko563IDRTIOgRqYz9IpY1fREwtnmzElWLK5s8V+/h07lb32UWr2Cx2NuVDXVo6jC/iIrtYct550k6hhtawTzKEAEM5tbCYvZ31zqHEpji3OKyNE0XoqES87jYgcLEaRAhST9eJ4NMaRyDz1NXbx+LFhZeoAc2EHHFoX/XG4MADXcFbmwBanwgZdjjYGlRF49sH5kdWB3gb9j3MDQDL2YYGAsG3sTAl0f+KubXK+m6NmBx8/rYaxS40jxnWjeS8OPQCda+GycDH9vphVy0Y44LNTNVWAG7InYcWwpfrQLIelwbNIhoZ7zb/s+ymFRQnu29uneisCIADFdK6owAf3H+t6JpdX/RWfRxkRMMDxcW/wLIWpen7/7JOsNO+vhKq3FoHgWpVm/959u+2Xl6DW4bPUYrV+7mpYA/Q0rK6t2kQWTiGTekfRBO78J+7asupICtsjmspkR7NDuiETeScC1xSlg5ypLwLRxnIztbdvtx9NuGZqZIc+9+Qp0Qb88TLpsuCzwDB5wlVGkQXQRk8cp2kfEaUBJaATQ9PzVIWI7tH5monbq9uAReho7es+zo3MaAGiIJqmfSyoSEYX6ZQo13m+LVySOmfVcIyriYiquHc6k1PUWlQHu/rmC6ZrPZZ6AzzeKsULvPMOdi2sEeBJ5nP2gaOP2ftef8r+4Ud+XfLSuVjC/tvbfsw6ZybtTw+83052bbLLaQtlY6p9joUXt5r7jeg8kX5FWVXX0W7PnBhVI8REABzK/BsehKKracH4STAj3GtC4FcgJWfPnqKHSLfrLdKRslP5KdWgLFY3xq6It/AZ+g+pWF8KhhGpGuIk4nhDXy2VXJ8iV7Q+d0zCaqKVRgR40sm4osaAnl9+z+5LpPO/8Y1XJAZwz64ee+b4iE3MZlVbAUhgv2xQtUVkB6WwFivX8hEIIevDflFo5D2cd+pEeLZxjui1heoc+1tMZYq6I14jYONrjrDxmfnReY1PyVHbWhJx27u+Tc04KeD3Rk8vR+1K2sBYRvM7zqLqEtubNR8zsJXHtNA6wVyLOhr/CAIxN3cAOprjNjGTU5aaMdizLm27+9oWzMJUo0ix5hDA4rqeGWkqF7l7Iwg0NpO169fPl7LGAMPcC9ww/N6emgvWVRbJL1Tc/tFbN9stWztEo2M8uH//46OvLVpjSoNQgBuZu1wuZwer3M/VxlGg4QLZrohU5jhmQDHOPdd/sdqbpeprkAtnXCsBz0r60FRr8Il5FgWy3YxPuMFneLy39aRELfbHAhgjeIm/AUVYQZhCUbVaHlQAKDgfeu4B1iUrHxo3T18nS7hcqt5aNSNfbh+/rYscX0tsge7aK/zc1bAG6GlYXVvlROZTyETDiXJRYMkC9vK5UfsfP8yviurGZPLIyxfk0LPg+UJmJk1fZIwxmRBxY3JUM7XDF8rN1F4ZGFckleNyxxv05IG6VoAu5qJNSIVSlIqcM6ps0OB8ap9JPqwq5IlYTNbUM5Sj00E0XHo3xZIl6HWQyes4mxOOCz8VdN6uxSqj2dWi2wlfXByNWFKO1OySzcqumNFEMQ6Fp06OZ41MS3Tomq/Gdg+etk8d/Ib9xMvfse4Z59z9+U3vte/tukO///7dH1vW9iRycQXQIxkcGBPcalBsAPi9bcmAMlayd+3tU7bzuZMjcsChiuHAcJ9SqwZYUp/PUN8knkM1uQ/2gTwxwOGNwYmgM7kj+C2W5dHrAWjh2JiXcGiJ8K4Pir4lXDCbd815YRXFeZbd973z65vrkmGCgoV6HxkbF4F1jqo3HFbsv//guB08N6Ev0z3dZ1eITIMQPYgSkKJZaiRm0yXodS4lw7UjMELwBQfPjQnZmJjmnzu2zxW4V0brCfQwV+LUcuwjMy7TRoQcyhoZJ0CWsmyBn0XWnPkPp5F6GV/P4p1hHEMcU6d61mH94y7jwzXc2NFkFyZydsuW6k5wNYeX+ZlickQSyK7QowbqMPMox8hY4TQiK+273a9rTdpjx4Z0LzykOoZoVYoUxwHgYWwvVBS5l9eMkvvepfcyD4y7s8IOuLdKWlctxe3e+a6lGH0xqzaOnAsA1GfeyLTxu89sLVR7U0s2otZaklqMcakmLuSzkQhjxEINPivH2wMd6N6tTaXy35sS7lmkPx3b+Ol75iiBPghAk3HmHS8wkauoUaKOikbKtVL1FrPlgpiFwKC35dAIT43NLPmZ5XzualgD9LxFVMmuVUuHJjImcyJOOCZMLCxcTGYsH+pLMTS9qhSyn0z2rm+VY8TEwWTAZAbFrb2FiTQnR2GhCSZ8vGwj3JMnzwKJUEEmL/oC/g4LJ8XTW7qbtbhLejYatRs3t9vTJ0bUowenjm14cOGYJAGVJ6CU+A7bXhmNRZuJl+LvWq3ykwt9k0Wf/SCUgPBB3UAMXXLXsb5ujqkOrDk3ax965Yf2yYPftLvOHi6/fq6t175484P2at/2FUt9c8+6DIZddvM0M37iKBFIgHZDwffH79yi557n5U+ePCmqmqdTnRkpyDmNBhmf8qHOJYKCc3EZH5w01NBcM8XikqCHf9ReiUKnRpvuOMdnC/aO3d3W2dJk58dn7IdTWX2HZplejc2rlLEGKBiSiKuOB6cKoFLNmUQyH6NOaFNHi+bDgbEZOXTc+YAszh0nC4ePqZCMCfORp6FSy7S1K6XgDOCQv+eoZAVli+7c0b1oDxJqGn/01k3Kfnzx6dPKfHAsbAOnM5Z1zV45rgiOYNHRYe+/vk8CAJXO8Mv947pO/P7XhwYUzHL9itw5QfflOleb29NVHF7uD+hI1H65pqbu+jAXcyxQjLf3pO2Zk6PloBTDM6r7KjYvC1NJkWItAuBQ/wGwguLri9z9vgFw1fqeOKd7LhtVadVoXUsVty/U52W5AKLaOAo0FBGjiM8TT1jMaV4OpWqtGosupELGsfI8jE/nbFNXS1lIqHK8qUtDYQ+WRSW9UnWzzXE9Mx3N83sycYyfets2OzE4redsOuvqcMM1SrBFlkPVW8yWC2KWI0m9lBUXKsRc4eeuhjVAz1tElexasKXkFIlIur4OjouPU1AoueZ4UBdwJJ47NbLiFHJ4MmGxovgTGsPzp4pawNKaL6alJLXQBOOP99DZUYEl35MHGg6f4xgVdSygQuXocEhAt5x1Teo2tqcUwab4kcikaB5TrhEgDgSSr2RYiEaRzYGXrsSGlHRYkJzzxkJVoNcF6lBr1KPF0YBc0Slc+OV0rL8S5hxv5HurEfremsa6v//Ccft3X/v3+jsfidq397zNPnfgIfvuztutGK1OQ6iZIhiorV0JYzdqfBsonnGP9yWpcenWs8FzTx0E9q+/dkTZHQrjydj6jEzYvP/nVNMc7QwwT/0NmSQ1Dw2AketTsri5+D21AvFAiIIIe0bF7wNBNpZjxwECgEA1Y5tkZv2zRQYYNTPfwLKyroY58tEj522LRB2cA7Nnfas+w3FzzFNkMyQ84sAomU8CAeXasOAXxuemza2i8+Kkk+3AWetMJ+S837ChvaZo/fv3b7Ad3Wn7Z196UdlpnEzOlR5D1IEwpsMBtWxDW1IqYgs5w9ABkfn1IIRx4Ji4CMynAFq2h8hDODhY6fDy/SeODWvOVY0R4JxrmyNbntG8yDke6R8vA6FEc1y0PMYFRxcpba6lz3QQsOqgriXnhCMQOWDMADxk1akhAmDwmj8e/m4NAJQXxWH+B8RxQXhv3j0eysogZ40DXmswdCEq3HIARDXg4EADNaNOxt2rjS7mNC8nG7FWMs0LAT9u9mIQLNnV27JgFuz2rV1229Yura2APDWTDZ4JaIT8pO9StWzZO3b32gdv2mBPnxzW+4yHp8mthKq3mC0XxCxHknop4xmuxWr93NWwBuh5i6iS1bvVJKd4cVJjhQNCGtkvIutam+UgkHlgkYBqsJIsWuVkwuQAECE1TfYlH7RCT4bUcapN+MhTPn1ySOdC92+cDyKCRIEocsYZojYHZoNz4AIFtZmczWYLdmSgKCBHRoVIZKbfvScOfsnt0zlQEUVki6CeoDGj+nEEEy3bJ7LKIg4neTW+KWsH22M8WQwogOYc6qkJKPt3Dt5b19KZafvIke9Za3ba/vDun9Brz23aZ4/uvsue23yD/dlN77MLbT1rtj9PFbtS5mpfuMcdYCBg8H988aDduKldGVPmjL0bkEFOCzA8c2JEzxdPrKScQ2jY967hGSLjCoWFbW7pbtG8wlyjpqIBUJiXJQpZoDJd7kGFU8x8lIpHNfdkXy8qcMHxTLNPNSF1GQNfz4NxjDhZr/SP2+uBc0xtYDo0t5DJIkL+C9vNnjk5YqVILGi0mZbU7sUJ14fLNXWdy3r6f8w3NO7MFgo6v1NDU6ob8k65Ux6bVa0FTjcUtFpqB67b0Gb/27t32b/6q5cljNCWoi8RSpdZ0XwAlcxnh/on7MJkzvZvai/PU2HVM+qqAA8Emcik+CwPTijKYzT3PDM8rewea6MPDoYdXvqPXZiYscHJWSeCAQgrOdVMwEkGIZgczt6MrjO1Ub6DPPMuwTSOh/n77Oi0jU65nkDjmZy1ZmKWaorre9C7oLThvFPPwRzNdb5je7dABvYfHn1NogWiMQapRZ+1IpNAPUy1rEw1+l8twdDVAoiFgAP3IjVQZEM4jnDdSjWnebnZiOXINFczv86zLn7gpg1qtktrCQ/83rWnV4E6R1GLVc2CIYTkzx11PCimBD95prlHoW4ulC3jtQ/cvEE1as6fi+maz2TyK6LqLWbLBTFrlQXE1remyqIyCxk0ZD5Xr9YAPVfJlluM9ma2WuUU/9v3j9vzJ0c0ETG5pZNQDJJlPjocfCYnJwyw/CxatcnE8cKdelqSlAkFt82xqhNMeH8TM3lNKueLs9Y0ExOnn0WP13wEVvNGQEXB+cGBzBXolVO02Zwr2D0xNGlTs65Ox9XwuK7fTMT+NYwjYuEmCzOTL5QLmrl3AFrxghM/WK655oKuPojJjpoiePGVZTxXG/CEDee2ClX+zWulkt0y8Jp96oVv2Ede+b61ZmdsIpmyz9/2QculUlaMmv2dj/2LNb1Gkct43cPqX0vVOBFAAITTmPfOHVE9u/TdISp95Ny4gAbPl/pPVWyHTUAto08Nz7KTYy9JtlkuapDCIivACws1PvV0tvJxq79VVBLE0GLYDg4y81ax4KLOHLe+E8pKepouzj7HjJPJPMfzTzAHGtlnnzipDARGX66CRTU38UzyHcAC25YqGpS2vJsLPXCD7kd/IgwpZuYqMhbrichnkeSdLTt3OHDLqR24cWOHGh1DKSMzQhCK8XRCCQkFjujL4ou7medwTH1PEwAmGRqoZ9DuqMvCmDMvTGSVGfM9jZjfKoODPtOBEtvB0yO65n6uxPF1c7rLVOcLyHTzPvvMaQ1h28x1jB0Xg2NzmaagX1TQoJkrp7opJC/SSTECAFDDUzn7pft2SeHO0wLLg+8m+/LfAJ4fv21z1T5AAJ5q9L9ag6GrBRCVGaNMflbgm3Gn3pUx4not5jSn15BStZRVW+epD0P2uzcQemB9DivyLZQFqzx3jp/PEQRYKlu2Fpm2WmwlIGatjq2vo0nXk+dgISNryufq1Rqg5yrZcovR3qy2HO7vz9yzTU31WHB60klle8IRJyK1qAPxvZVk0RaaTCiihXJhUkLDoS7awNi0Ol0Dim7a3G6vX5ywzzx2Ugs9ThQSoTgnLLg4XvwLlGLnmep0Au4NcVmJJwS3A1QKABdN67wPr7WWJuwVFC6cMalXsV5THxBw9HuCxWpw0qyARO8yr48i4UFfCief7Ooi8AOdehZRWqsrU53JVRZXgLXiC+fDtgaq6mVrn520jx7+G/XVgcLm7Y3uzZKaBiBTD4at9Wj4Av/LYfTHgErii80XA1o+6kiwA2rUB25cb0NTgIQZRXY99c4Dk0uuRwQHzHH2/XvMI0T6/XdFqaMBJPd+7tJ6MTVaDbI9khWPucai1Ib4Wh22pWMIfVm1QBXnx21L1gCnn4adBC7+3187ItDwAn10JjIWJdVFTdbYrMVicetKJ5Rl4Bz4zvRk1tJJagqa9FoyoAMKxJWck09D4U2dzdY/mtF8R3aq0glClMVH6zkPqMU4VpoT21NVqb3Qg148M6K5Vgp2qvkq2gD1RTQpjUZsqlC077563sn9Jh2tl3oRR1GeC/BoTkdWetz1N6MpMplcgZ541PZ2zG+iyvzNcf/Y7ZvtudMjFhvLWGsyptomPh+WK+a42A5zpbISuYK+L2ls+h0hbEC/oHhM9yPHPp31AhglqXmGpYnJlCH84AGPX9eYh5ClDtPbvOLZqwMT9kvv3iVw6bMyy8muXc5gaLWMEcqmiFfU4jSvJaVqMVtonac+jHFlnff+U61ZsNVky9aKqlfLfpYLYtbi2G7d3Kn5bTEjkMTn6tUaoOcq2VoqarxVwB8c8d3rWgVAWMwjUiWa6+OAYyIxgaa4feVgf9WFgzQ9jdxojEafgK1Bs7mlJpP3719vEYrzSpP28OELNjABxauk6/RvvvaKyzZFHPXtxJCTliZqy2LNsS7kgzvKmov6qi8QNTNSd2OxjQc0NjjV8IwDChdUtYrtqbg26T4vmdZYRPsmWsy2cexWkvxwUWkXhQ1/n99xFOoxo+Id/at6DIX5UXxvlfeBA5W2ZBausuEm3/vFp75k/+Dxz7v9xRL21X3vtD898JA9teVGd0OEvhe2pegJtdhCIGK1xjapU9PghYCOlNuqNFqVAluQ3RPwOT1mGzqalFEIj/VCxzkloY/5V0lNenGIRRV16nSxqKsVq2ZMHzjR0bIQSUQggv37IAwOvQQfQufpr302uPZklJgLCHwgiU/zYRxjlNQillYWJNzRtYB8fb4kqloap5S+XTPuKBFD4BgIUkjcQ8DL0WEBLjjxSBi3Neftx2/bYjdv6bjECeJvnP5XB8Z1HER3GRdAA71HyEi4OTU+L2iE7De1kHwOUMOcBM2Hc0vGaADqQJqayfJMpAjSBPLfgRAJ9CJqlAALrIFkX5wogisSBzxUCw4CNtg2uJCaIJTqPEWuPG5SrotaU9x0fGT4ODeAJnLUIzM5i05GrEm1XlHNt+yfhqxcm9lcyc6PzdjodKvGs1p0vdZ1Dcc8HNQko1cvwdBqGaM9fW01Oc1rSalaS7ZMrVmw1WTL+C7j4sdJffkuE/BZLoiJrjILeHacRudO3EXbC/30r0EF5XM7e+f3gKoXa4Ceq2TpK5j+fbOAv+vWtblCQ4r380UtTr6PgwoNY67QkIev2sLh+/vgEDEh4kyQtq6kuy00mbx6btSOPntMzj4ZHrIobJ/szrGhKUUxycx0t7pGa/EIFIe5LM1S5gEEPwFyOZz3+FwjtbFQXU/V75dK2i+gjygz49QcY9EurKonzUKSxF49rmHVrVoCzIPVpCLN/tVIkBmqrjoHSOnLjNtHXviWHdqw257Ydos+94VbHrQHX3/SPn/L++3LN95vY6m2BZ1772QznaiOZA2yc77Jrc5rFdsJ18QQJYS2xbb92i1gw3hVAbN8R4AjgoJhyY7hEAZBkZWY+l6FsjAEIDz1tJqkuyhtgUhBlEwrGYUg8u8/xVyuK0uPHvrV8FnfUyqQzXb0s4j1ppPK+V6/vk39unDcAU79QabEKaEFUvo0sZVkuANofv4Q7a1YtLHprMsAc+x5wBj7jOlYoCdNzBakLPe2nd2qgao05jwAww9eH5IaE6CAY3GZ44wNHctKxIDPkBVKJ+MSNGhvgsrmqGJqpkwWJeLqppx6HEdQsnjMZVCoIeJ9BB4AjXwCqli6qag1EMBCdkW0vYJZe7MrEq9cH4j6f/bJU2osDXhAWlnOWCDbDV2OcSIYFIPWmGwSwIJ6ePOWTtVGsfe/eeWCts38TiNcD5qg+EIjvDiB6ENBmX5qXKpF1/26NpuLisLmKXyALfazo7flEpGKayEYuhyn+XLTveqVLXMlxalWC2KWa9RI4ptQ+0adsF/C/E9eJ0jK5xqgp2FXJf1b75ZeBvgLR48AGhQc+0JDontE7eCnQz0gFb8x0azX1d8mk7fXLkwoaoccqV9AFqK7VU4mRJW+/apTTSJb1NYyN9FCQ2NCh3OOswH4oaYHek2trlfYmZITlS+K5kLTQBwChAM82KkW9edQcCByceeQIPeKj0jfDxotNqw+zNPbuIcyBcCou3+rMaTJLL7j5Iv2qRcftgePPmbJQt4e2fM2e2r7LboXznRusB/5hd91n10AePjXnEIZmQeUrVZ+P/jaEC8fjWOLI4ma1WrHJB4EDQD3OPsYz7fqOAJp+krz2Rica72vbMml1LtawZkU4hAHCeruyMCl4q5fB1Lz4e3Rl0a0MaPhp6vV4TsEX3DwAR36flPc2qLOkcdh8JkhZYapwcshTGKS1MY5ptAaAQB+h8JL5HRSmSKzYr5oKb9qBwpsGNvl2tLYk4wX6wfj0Bx3/XIAV2RrCRJR+8dneP/eXd3KdlezowMT9tTxYTnnOP2S4c9HrCkR1zFy3NCN//3DxTIVjOai0HpR2mTeJhCDZDT9sxgXzpG5mAw9zwCOE+PCMbWlktaajNqZkVkdM6Iuro9SqSwowTbKPLXQ+nBhLGN/9PhxO3zOyV5D3UP5EmGIEo1JCzkrpZy4C9e4L91k+za02gunx7RN6IjQ2M6OzCjTlwyOx9cVeWONIqO2ubPF/rd37tQaXi26nk7GNR+jJgrodPLHTvKZGizmdt/ioJ6CoWvdPuNy0r0WAoheHIP7k+woYPpK2ZtdnGpW7A4XtPCBNMz/Tj0euVo+V6/WAD1Xya5E+vfNCP6qFRqy8POPBfbLL5zVQ0mEB4qFpJ5pRkeWpFhyE64KVqNysHyD0aV40kzah8+O25YOR69gQWNh5Hid2+G8L3pzZAanNdEuNxPiFaK0NWoNcgV1WqcoeyIkO1WZePFOFA5ErpBVtMU7fgMTrjdIw+rDPI1NRfSJWFlOOeyU902O2McPPWKfPPSIbRvpL3/3pQ177G+uu6dqpm+xPjIYvqJ6oAQKZSs1T+dOJVChisrJxlFczCKhCKCvp4BuqU1FEOCIqekt1CKoiQQqAB4dSecksrzOKpVx6ZGzDTI8/jmIqcjcFfLHIqVl0/gY29msO85oxNWvMZ8ATppiMWtrcg1LWdRVV1fCIS8pgwY/bX1bs926rdP6R6eVYWiihiOgUDFf8PQSpGduYEw4P/X4CTI+opGWSurFA9hIxmIK0pCldr1uShYPbgDR/QADQZZrW3dSMtbMe3wXUYNoJKZ9MA7xWJCR0vFG7foN7fapu7dVnfNw3v7dI6/KaWReZi5mXLk+uSJ1LzGBPt7nuu7qa9NcfLh/TIpwNFsGYKFi5zJ1Dtn6Rspcc673hUkEBYq2ubNZlDw3r2aVWYKOh8S0Pzqn6Obk/3FqmbtZH6Az/v53X7cXz44r6CRRAotInKFpKqsaJvY5Op1XgGpbT9p296U1Xx7Y2mnraKg6k1PtD58je+MUNQs2m3Xzu8/0MBfjz920pcPevbdvwfWC2hzAKvve1oWT785f93pLxE6NzNj6fFGfW2o99E4815R16G07ui9LMPRyZSguVzYiXQUgejYHAQMCnzxPX37+nK7dasHGUoDwrSBOtWddq5sLgiCEn159EJZnIxFzcu71alcN9PzlX/6l/aN/9I/s1KlTdtNNN9nnPvc5u+GGG+ytZFdK7aMebKEJY6VKJD56hKLRVw/2q+aF6B7RTugtRBupDdje3SJKhsQASkV9hwlQkqFNsUXT4OFjRjXu6IUJe38HHeFnLVeKSZUInrccJOg3AZUDjr0ixcscIx+N91FNtkfWJszUWShi7ZuSsmgDkBrEs/ozT4fCcIReuejAgqc6+c/8t7/4V3ag/zX9Pd3UYo/c/oD98U0P2qsb97h7baY2QQrnYjvTPbQKOiKRel8XgeNNE02eHfUsWWSzxMmbk+55A8yQIYDmE4vm5ZjyO049VCJq0S5OTgeFshHVtOE4+wah4UXWc8nDGU8BB7IvgYKaq60phySWR9tD8l3UOQvmirhlCrMSFOhrTykzAL0JYQGyCewTatsNm9oVUDk9MivnmZoPHF/ec8pg9K1xkvOABQxgwN88w2QdmI9Gp7IKoGzqjNuG9mY1vvTgONQmrCx+wLkzvmOBc0wCCHleZLNR3iILjSPL+TCu91+/zj5x19aqa4x33pgz2T7XRwBPzV0d8MmqzsWBSxCCp+Du6WuV6hkRX7IkOOtcC64z9wvzI/MvCnIoWgIsWPOYt70yG/shY0QNJ9/f2p1SjQ/Xg/sHVTzAFrQ49gvIo52BMpk4vzRjzRLpp0dak+hrgBoopTjxyGnzIb/O4oT6eR5q4F+9cM6+8+oFsQnI1nug7utHyYx97Patizqu1OqgJkrtE9c/3OiS+lMAHuNQWdNTuR4CjDk2rgX3GcfHOaBEtpb+wbWYoajWm8k1Ay/ons3lo9bZnrBTw1M6t9WcQy2AsF7pdmtp69sd88TlX+dneubm5og+V692VUDPG2+8YT//8z9v/+W//Be777777Nd+7dfsF3/xF+2HP/yhvdXsSql9XE1basLw4O8bLw1IehYBAIDKLZsvrbcJgxH68Twj+kXRrlvvIiulgE4BrWssiN4RjQbwSP41k5MjAmChEzcRifaAnhbmSYePGeBB5HV61mVNEjG44ZHywspiz6IIxUXs/cLy/Us5xBRCByppzh9yUWCrIm27UIPIBtipX3OS4+536C3c51umhuynD3/LPnvPj9lYskVA9y9uedDykZhECR656d1WSLXo/oAyBe0pDJIWu95rpTEB5YiaOepkACHILuOAETW/OFGdOlKuWQmEN86NzijajxwyEfAhqJ+Sdg5UtCIROVwAHMZAtR/TOUXc+RyO8Dxw6HztefVmriYoqv2wLZ6l8PEoy1DjA+L3w/MHaGC7TVNRUbsAaDihHCeOLA6XCvwjLgNENoAsBP1ayLAReeZ6Y3yury2pMQD04EDIh4C2logpU6NavERM4JLtEPgp+oySAGGgIhaMg78JyEAzHKlkXNdmZIoawJK21dLihFHWtzfrGH/sts0LOoBl560TsDWpDA/0M+ZNAZhCwSbzec3jAhohChgAA+eOgBUZCeonmSfJaEK1Azhv62mxmzZ1qPYG0Mw5A/YAa2TIAYdsB6AAeNrV16pjxWGEGsb9xPdYHwBDRy9kBZxczZMD0vzO9rhPodExWhu7W9RLaENH8yXrbNgJBbh++eA53YOcG8fAteIcqJf8yTu2qC/RYsY5c89wDyANHm7+ilw3DWid4t6lVFO/Hn72iVMCX5wr+6UX06ZgbFfrxIftWs1QVPZmohce1Ekkk5mnuN/3b+zQ/bWac6gVENZ7PdZa2MmhaTd+wUIWzvR4430+R/a3Hu2qgJ4jR47Yv/k3/8Y+8YlP6O9f/uVftg996EP2VrUrXYx2JW1ZEaQgbOuKfuf6ZFRuz4OR4WmXyoYmgSNBVM93z8a5SifjchLh4tNfBmNBxVHBEWABJR1OEzIWI5yOymMmyiqHDf59UHwApzsai8tBg7ZC5E40FyLi0epSxbUY0VhYEETVJdcaoJywUko1R3behLOGzm7DLo9FCgW75bnv2z979pv2nmPPWqxUtJHWLvvjQGb6C3d+yP70zg+JsiRqVK4gp5D7UY5dQGcEfFwJ5jTZEiSgJaIRulfJJCx1r0lhHQpoySydiMrR4xmlYSSvQ2tKJ+M2NJVVcEHKbUEvFSLlZIOKASVPwCXmou4SMwlRLHhyyRbgmOYKUFnnZLUlSlCa/zdqcGLMLXLc3nCskaAHfNCPBVCAw892ADhelh4n8d3X9apx5ueePKUMDq917XAZC7LPr52nrtDVyKQjZDgSLsOQjNud2zuVyXBgyOzE4JS1pVxGyQdFCIZ4nw0ApBxYAO74rBNRyAv4kGki6ENW4batnQISvIcUeLV6EW/eeUOU4KXUmK4N+2K8iaLT3JMEWiHrwJ1v7InhMAMIONfBqYzt29AmwPzi6VHVygAYb9jYrrnUy/FzrcdmsgKrABFAJnMq97pXauPYGR+UN3FcWTc46//46GsOZI3O6uqytnAPuGagpmeE4ALHhcOpXkXcJwuoagEAEB5gm33ppMAKY8F9iPOcbo67eihA+CLOM/vgHuEeoI+Pb8DKuTBmXAeAL5+rZpwjgjgARI4RUMf3fGBvLYHItZyhCPdmevncmJ4R5gaAJYFVnllspeewHECYfguIUw1NusBvc5xxnu/lMDL4LuHP1aNdldH/8Ic/PO/vV1991fbu3Vv1s5lMRv+8jY+P62cul9O/Wsx/rtbPN2xtjAnj4UPnbGxq1q7rSwcTRtHam6LW1pcSZeORl85Z7vo+++xTp9XUbqsoai1aqF7pH7Xz49P2M3dvU7SPbMv/evKUPgcYScWb7NzwlE3PZuzlMyOSXVUtS6lgLfGotcRjFik5JaipGRc95pmE9z007iRVWYgujk/b1s6UfeWF0/befevsO69cLB/z5GzBpmaztq4tYdEij8uslYoFm9ZCaJZS0bNZUlHnkuvXEVsZ6JHrEHD75zX0WIZ5GlAD+NSfbRkdsE8efNje/58ftR8dGSm//tzOW+xMWy+SBl6pWZcfvQ2t2SXXELej2XVFd+UtJYvGLv8EHqaVrTSLiBBAWzMOfkzZV56fvrSXOi5ZIlq03paYDU0UlBlRwTq1L1kabkaNXsDZoEdWawJZ+pRoRzjGOJFsg9qPZmTdI+4ZjMahj80BHcRFnJUkES1VryWku9k08wjjPk5NDYGPSMkmsnkr5nOSfGbxx7GGRobC2FdfOGNv295pe/ta7HD/uLUl0065rJntpKw7FbNnT47oGuIcMVft7GmW0hFOtbOozm1DW9I+cmCj5qNjA2MOaEANDK4EARbqljgf5ozmGFmdqA3HTWOXaI7aulZ6aXFflbSvC2PTduOmdluXji+4HjZHzdLxiGVzObtjW7s9/saQTc5ky0GoZLRUHtPOVNSOnBuV+pk/fr67f33advS0CDBZsWD71qfljAKQpmYyls/F7P7ruu2WTa12YnhKEt3UL3GfQ0UDJA1OAkqaLZ0o6TvQ2bZ1Ndsn79xk61sT9tgbgzYyNW3butK2sR1ZcNf4VAEqdRBwIiFITcQNembR/sf3X5c4TKZQlINK9uR9N6zT+oJRn3bi4rhd30frg5jm/2yxqFYEHBuA6viFcTs1OCFJ8YWM8d3Tm3L3QF9a19+TMks1XAeO4+TFCdvb26KMl7MAyZdK1tEUsYMnh+ypY07RdLnAJ+wTjU/PWi6fs9ZEsqwMGLZ0wmwwH3yubWGwfLVse1ezfeTAejt2YczWt6d0XblW8jeC81npOfj7YXN70pRHDc0XjDiv+/sBYFW+5knv7zjj2anl2at3626JWlPUNXJmfUrF3IC0xNycwL1JHSOfu9LnWOv+IqVq4fQraNls1m688Ub7x//4HyvjU2n/8l/+S/ut3/qtS17/7Gc/ay0t9RV1aFjDGtawapYcH7eHfv7nLRpoRWc6OuzU/ffbyQcftKnNm6/24TWsYQ1rWMMads3a9PS0ffrTn7axsTFrb2+vX9DzT//pP7Wvf/3r9vTTT1sikagp07N161YbHBxc9MQqEeAjjzxiDz74YNV9NOzy2NHzE/ZfvvuG7exJV41EEbWESkAklJTzXERrzojcER3+yTs2258/e1Z1Df5z3LrPnRq1wYmMonKkW6ESkMaG30ssBhrD5GxO1DV1xS7OST/7KDbRRyhyYzN5G8+4XjhEMdMBBx7qSntz3GKlkn1qy6j9y2ejVorQMJRwIhFUExUBDr2iwHVaWLMWTSkbVpvtHDpjd5562b5420Pl1/7zF3/bmvNZi3/8/fb3YnfbdIS+ICH6YvBLWQ6a3iIBdYjXetuSolou1ch0Le+XRNQ1Wg1Tw2pRHyxvw8xu3Nhm9+7ptZGZvGrwOlqIyuftjh3dEgSA+oM08smhyUAI1cXEycSi3cZz7aWyoa22NydEhVOjzQxUrKLUwrK5ggr5w2IHvocPdC/oUtR7QEthXilVNAf2MW5oeMxJvE7djs9yMd/weckvB7UZ1IuoN09AO4KuxXz3Tz94g+aNbx25YC+eGbUzIzOqzWAegk5LfzDoMl9/aUA03Q3tKdUeUq9CRgOKl89wkzH/v7/xqn3tpXOuKXOxYL91Z9H+xTNRy5ZcnU1XOmHbu1I2OJXTHEnfHehc0EygZ+3f2G43be5QJttnNRYzsur/6W/esENnRlV8T62EKz2C1hXVfEeWjX1DVeP1mze3a44NH3s143yoS/E1rNRFks2i9oUxgwK0qy9t77luneog/OeIpNP42Wf7kcV+9fyEajiR9Odcqb8p0xlVM2bWlUqIBohoAnSne3b3imaHcc1gHBCB/4V37NRx/d53Xp+3zoSN+4YeaB+7c0u5Mas/Lq415+DrVskiUWtKvUnluS11HcgwVB4HgghcD2hSjDlZLMQYoG+Hx5xrV+1YwhmtsE8Ui8Xtv//guDIUqNpVZijC41NPNT2V99TlOIdq16Gaf/Kr9+8pZ/7C47+ca34t2NMnhuzv/8nzuq/EcImW7LfvLNr/yVxUdHMt99vv/vRtdteOnit6bGCD3t7eJUHPVSUXfvvb37bf+73fsyeeeGJBMNLU1KR/lcbnlwtgVvKdhq3c2luaLRFP2GTOFeRW2hTNrSJRy1Fs25RUMXOlNTVFbHoiayOzRZvKl2x9+HMRsx197TY6OyqHKl8s2IWpvCUScRuddYufagIiMRvO0NAUSku07Mhg/JxRYfasvCQ+j1MJf322ULCJ7IyoK+OzRZfe3kIH9YglE3HDDQBQ4Zz1xOLWno7Z0MxU3QILHFjOq04P75q3plzGfuToY/apg9+0u0+/JEfrO9tvt7Md6/T+3/3o/8tiyZj927cVbOop+vRUX3y5vXGOkTyO0GcFhbRCyd4YmrVC8co4HU5mGSXC2ov/fWVHseK1g/1TNpWP2PUb2hQsGJou2EyuZAPjWYvFCBxEjVZS0Whc+6LGQ/0g8r7pJj1ezHpamqynLSUngzklksO5jdhMIWLD04wRku2QmXwj1oioX1ABnd4dDTKb7O17elVP8cyJYdW8FEo89Y5OGIkyH0VsOuMWdZxmjocaHABTplCymYJZaxNzQMIisaiodYVSUXVOcA6zyF4XzfZt6rJING6vXpi2ztaS7e9Iqb4F8PP4iVH75pGLovxRG/XG4Kwc/G3dLWqwHFbvxKEbxrnKMB4Ra4kzl2YtX4JXH5G8/fBMwaZzqAFGLFOM2GRuyjpTcUunknbP5k7VPWzpaqnZ4du7odNi0Zj2CdUY4AkIJkDUk2rSHEl9S0sibkPTWYHYi1MFu2P7/GOvVdTmwRs3zQM41cR8GIdHXxmywam87V3XLsd257qojWVGBUSmC5x9VNuUtHc0Iho0lD9ooQDEfAlBhriV4CBjEbN1HS322sUZrR3betu0plBzurfZNZ8OO89cS77z+WfOlSlySGnrPiqWBIDWJ+OiLh7qn7Sz41n72Xt3LHlulbatNz7vOLCjF6ZtPFNULRQACNDd19FifWaqLfnWq0MWicXsfz55plxDW3ksleIH3id6/82b9P7RizNVFFSb7cGbNllTkzuOerXLcQ6V16HyfmB/AE/uG39Nr9/UpefnzShONZYpOZ+tOFdTieWKEa1nxOiaIjyTpSvua9e6v6sGeo4fP26f+tSnBHr2799/tQ6jYVe5B8/uda12cTyzZPEfkblqRYJE7m7d2mnPnhy2wZGMPX18WIsdyi1EIpGXVpNBOpIHdTfVAuXoqSSQqFXUMsgGlZwEdT6v1VRRDYz3iK75XjjsjwhnT0tinppSvRmTFEIOLM71CsyuRbv+4gn75MFv2k+89G3ryEzptUIkat/ZdYc15+ay1PlYvFyP4Y1FIqxApuxKzMkblxcUNb2da9B4uS+dawjpipjZb61W+Vy55qXumaMYf2w2p+eJQnqeRRxVBEV4tlFVpMGlU0FztSkEEyR7PEMvmJKirbdsdhG8J44P29lRCtOp1cAhVmvQeedApkyKeXlXz6d+VkhCt6f0nJItwhFhLiKD0k4/nOlcOaPDd5uQmQ6cFeSwY8GzQ9aAeWJwlH4giBkUdewEd6KRlBwdnPRHDp9X3SBAxs9/udmcjUxl7CINlrtS9sC+dSr8Zz4ku/zA/nXzHNPTI9P2ysCkzt9JVrucFOeCCwdQzAACDYnrlIQLmDePD01rrnzn3l71plmO/fCNQXvyxLCrIZJsnss2AvAy47MC5YzZO3f3qkk0gjC/dN8uu3N794LOXS2iNvs2tC+r4N7P/xSxcwyIfwB4ACLU7uD4sg8CXVwPMiKVAbiwqtZiLRReOz8piWleYztOOCNvP3htUPfAfdf1ldemcKE798CHD2xc1vhXHgftFVAAJMMD4OGYwhkNjgmRDJ6tWoru34ztMy7HOay0n+KbVZyquyXhmDCoWSqoNScQhTgNf/E+n6tXuyqgZ2ZmRmIGH/3oR+3Hf/zHbXJyUq+n0/PTkg27crbWnZhrnTDod8CisFRz0tu3dtnTx0cW/BwUGSguB7a0W3tzUgs1vQyQQO1Jx4OGfdW7unvzHc8rqUZEbrHwaMgB9X11SqS5c6LFhHtoXCmr1RF2TujyHNmGLW4PvfqY/f6X/3X57zPt6+zztzxoX7z5QRto7116AwFw9lfE9VwpWSHoOpmZdX1qeN/1r3GNLS+XodIF4HBqh55stnLzCoROthrKqXtmmhIxFbzOZvN2bCZrlDpxftDQPO10NktGqKCABVSz8dmsPXliRHQl/+zhzErxLI8IAo1D3QPIEInqRJE/wLJQkuPIvIByFobzSOYFkImDlAZgZdw+/Qgz1oiUMBbqoxOo5jFNnArkWwEfHBCZJeYYKG5QtgArUNuY83wzTQzFScaDLMTUbF5ZAsaDHjcD4xl79PAF29M3FzmGJjM6k9WxkmkpFTj+Gcnt50pROzMyrZ4327vTOo4xATezDXw+EROFmL48tc7nrAV//qzLFgD62CfHK1GAQD6crBqgj/l4Y0fK7t3dsyjgWQtZ5IUkgVlH3rG7R/sAXAP6RGuMOuqi+qfli9YmCWOXIVpMVaua8yzBjIgDFyjhhbfh7kXWmykdi3+Pn/TZ+eqhc7oPAM3LafgZPo7nTo1I+RDg65TJ0lIr9cY9dnww5+6DnpYlVdg2VCnmfzO0z7gc5/BmAIRrZevam3XuuUzJ2lIxCUMRMqanFsGX0ZmC5hw+V692VUDPww8/bIcPH9a/P/iDP5iX/dmxY4e9le1ygI+r1Ym51gmDxWmpSAoZmGoACq75UyeGta+37+qyZDzuOr+bk8N96ey4DU8vDXgwuUtBPQ/1ApLPrWIcbyR4i8/hqCLri1KRuo+vrg/ksq3WXSkKE6ppatjy7aaB1601O21PbLtFf39/52022txqj227RX11frDjVitS61WjeeqYzxDy04GaUtAUMVpufIvfRdbncjdPZZ9kDZTJDO71ley1tMDv9D4hYg1tSn15QtvvbI7bIN3Us27/YWpmzKi1IeI/7Rp+InsNPY6MLCJhpbkmptzrYBsB/QAgqR9MoNiI4bQnonEbnsyoRqTQTA1fk/WPZSTL7BuB5gqAIPjqEetMJ9Tk8szorE3TPyUZV9AFoIjCF9LK1Bx9/qnTyjgcOjemrAjHCi1pQ3uTJPWpD+DcaW76zMkRzSOMOzVCz51yTZTDkWI1XOUoIhFLBNL6OBf5rANjOOXXr2+TpDfNQQF2ZGKQicbpPrC1w965FyLU0msOgPuls2PaXzTqJNO1BEWD3ksEgvJFa0lEpbTms1OLrVO1yCKTqXjm5LDGsNrat5gkMHVG1E1AfexpTeoYycZn8zll5bj21Fx4CeNqgTX25411ace70/bc6RHN62S8AKNhUINxL0Gf7GhJCNABbjl+jMwTNUe8ft36NtELl9vw0zvxjAv1sWQ+aXjKvcKx+2PheXHtU4rKQC3dJ6Z6JP5qZSjW0u+5HOfwZgCEa2EZGr73OOVdmic7VUJHIaYEgHlwW3dKn6tXuyqghwzPVdZPqEu7nODjanZiXmrCWAgY3bSp3Q5s7RQ15fTwdLk/Q/hzahAYjdi2DXSpnlFfBZwJHkKcKqLmYdndWozvFnLVaXB6X3UC7nfoFOyDP9NNTc6Rg+pyJRqorMConWjY8qwtM2UfPfxdUdhuOv+GHenbYT/y8/8/IZTpZMru+ZU/stnEyiJb/t4MWlO5OhLJqpuaa3a3x7WAQA0DILnKlJWBkMW+57OAyi7liwIlACycLIpxK3syrHS/7ILnOZcpaH9NMdczRU0vcXzGoKO6+hG+5J9BqBNkYBK5qEAhz1kyXlSEEYcPcOabofp9ISfNHMrzCACBmtUF4JLMtctY0K0dAMV3EzHXzwXREi904KL4UTm1ZJhwaJljyIjRvBPmK2CLrFVnOmmbu1osJwGD87ahIyXAg8gK20BcBRobWal4NCFxA8ADVKmuVFKZKSh/fOZI/3jZcdvVm9b+x6dz1twuLeayMWZcrzQZsijz+aTGg6wSQItrd2E8Y5996pSaclbO5dXWnMlMTnM/WbLxWSfs4gG4z5xIbCMate3d9NVpslQivqjzulTjRoDVy/3j9vvfPab+TNXWvqXo0gSe7t+3zrpbkjofsmOMOxkxBG6+8+rFmilKleNCDRhr0J07uuYBLu4lxoW7Tk1RA0Ct4vkLU7qPACkAXsZwJQ0/eR+6HhlP2jikktBfYzrP3evS2vZyqOJcl7e637MSe7NS1pZj6WTctnWndT++OjBpsxnXj4cAMcEGhDtg2vC5erX6PbK3mF0J8HE1OzEvNmFwHEzG99/QZ3ft7NK+ia4dPD1qf/Hc2Usmwl9+z+7ywjowNmv//fvHrX80EzTli2pB43X+xnkjQrscCys5VbOw+6du8XKYIkGH+oyKvxt2jVupZLeffUWiBB969fvWEtTmZGJxO9q73VK5jM0kHdBZKeDBfNNJnFdfgM9zSOE+Bp0FxzObjzl6EXVlRNqLC4ML1bgEAKBSZGCxHk6qhUvG5bxBT8C5pQcI9RJE9gAOK7HK5wWqkV4vOWoY5+ui1DjT7sCjoXPhdymFBUqLzBc817xH0MGCz/Crp5v6JpRkQ5hHSQgR8S+VcAap1SvaBGqNs663AyCBbZIdYRwScUcDbUvGJL4AVaxZdTpFzZdq/plO2tB0XmBqdDYvahwKYsxLAJH9m9s199AEuTsdk3ON0hgUpMGJWQFJ9sP2OJ7uNApRCc0h9PJ54AbniJMhuGdXj2jANErtbnE3B+AJyhPVX6hPnh/LyLENZyOUnUq5DvWVc7lfc9gm50+GilojFDE5HsAazgzHyZiXfJ1U0KcHNazbtnXZyaEpnfNizutiWRoyIpwvAIExoNdKtbWvFrr0p1Ew660eYNvRm66JolRtLT4/PmNH+vOimd2F6mBALWPcAB9kH1MhQE3Ghxocbk5o1+E6ouU2/OR4PvPYyfL+eC65hBwT++BZRQCjVqo441EQRfKt6fc0bOUWDjx89MBGuziOeIrrb9jXnrI3BqcVZAhnTevNGqCnDuxKgo+1phwsx6pFAam7qVwoWaQvTM6p4Sw2EbLQ8BrOBoc1Ml1S9JR/OEks3st11VbCICIq/uLZiXmv1bGmQcOWsH/xrf9qP//sX5f/fq1nq+hrf3Hj/TbS0rHq7fsnSJmbAPBggHboX5kgg7ijt8WOnBvXvZ0z1MnmNwwN2xxo8nQoB2R4jpa6D/kOwGs6l1eGCfUyit+hy1CjIvlogZJVn7qORa0aBfagtzknDsOdx7nmnz9ofvcS0oAGajNQJkOeORotaI7kPIencuUaKUwCA2SNoq4uBXBA5phib7IKZEb4Lp8DfLEPhCUIlhBJT0RLUmuLRYsSWUCAgGCMaGX5ooQImlWv42qOmN8mM0T7neockX4U6yYyrrgcShtZjKlRlCYdcONcfCYESh1gigzShfHZskPM+zjz1P4cHZhQw0yMnzRI3dqdsBaJMLh9+LkcRxcggVNMtijsZPs1h7okrsGJoWllqJD8BkxxfZhDodvli060he1xblDx0sm46HRkaAAPtA1Afpt5uD0AUOzj0Fk3Z//s27dXzdKwzdfPk5XJ6RipD+K9hda+WusrqgGJWihKC63FHBe1MtTtMI537XDAkn+7+lpUvxVAeY0n2UCodr2tTTrvyvV1PtVsYQsfz23bOpWVZP9sn20Crta3mxTirtvQpgf/6IUJgTPWTurAWAMrM1r1wES4Wn5Pw1Zu4cDD6xenrDOgt3Hp+JuWAtWEHerJGqCnDqwW8FFrVGg5thaUg1qtWhSwGrhBxekHbwwqenffdb1V1XDCEyFRRhZaaBzIv7oagWLVaHaloxjUhV+2+psG4LlGrFSye04fspOdG62/3dU9fHfn7fbJgw/bV/e90z534CF7dvMNQeHNGu0y9HshVLcCTUh1AtzDkYi9eGZczwSd4L0+2WIUNQLNOPni+weOKn1lBFhCtEwLA6QQcMep5W+c0D2xiL10blyggKj/dMa9X5lF8tta7v3uldecOp07dt+jSLVygDVtlB4rrkCHuaIlCaUIZBRIWiuz4wALSSS9p/4+RW2nqzlp6zuaFYX/+XfuEBBgTjuwpUMF+T94fUg/Z3OuQN/JZFMb4epZ+Ee/Dvjqe9e12brWJnt5YFxzDdsCwAAOOECEU6BC9bUl9TqAkf0cuzitjIbrH+ZU+5SFjrox4NgAW9FoUftgO2GHmPn2Hz6w177x0oAdOTtCVwrVsOzf3G37NrbZnz93xs6MjAiQca1zwbEBopizUbMENPltspY8f3pEWSjGlAwTlD3U6wCHFN3zOuMJYCTjw1ok5aZY1Hb0tCjrgKNz06YOe+HUqJ0anhYYpGcNczC0LyiB7JN6mAf3X5qlgXp3cnha4gOc43yBgOpr31LgZbH6kKUoSgutxfzOfnHQEcUh+7auvUnrFJLjgGnuC54bxplrTzYIuk9lHdFyqGaVx8O2oOoBdpgnAKhkfhhL1thHXr6grJ7GdWha9/DWKjLo9VCLc7X8noatzriHyOz8jx8ctyNnJ+zeG8wef2NIst0fv3Nr3WfmGqCnDh7+pcBHrVGh5dpaUA5WmsJeCNy4TgsOkBwbnNbCEVbDCU+EjPG3j1yUk4fTQdEuUeqFCrQryxLCDiBFufTjGVqDopdGhufasJ6pUfvYS4/aTx182HaNnLP/dM/H7N/e93N673s7b7e7f/UzNt7cuqb3gVO7ma8E6P8ma+kcTZedxLnHeRWARyAjyODkStVBO+phkmcPXvAgAKCCQABwBgWz8xOzAbCIWbZAf5tLjwkn/LnTo5aKxwSaVEAfj1k0CtBw9TFhE2BZhuABjzT5J0/VCRTiQ3U0EVH5eC2ujMtc49OBsYwDazTCS0QFMgAgHjiS9eB7gJ7WpoRqZja2O8eqrSmhbRPEYU5j33vX4SBOqSYEyh2gge9OZaB2uXGRgh4qZtmcDUyUVG/48rkJObjUPfEpUfMCA2wACpjzyIjcsb3TXr/oIvRdaUAbWT7EUkrqU6ZjS8XL90A1h5j59lfe02qnBifs4OP99hsP7Sv3BwFAnRiclsM7nXViFE7lyzndgKjwNsk+AVLoLQQXn/07xT7uOyesjgIdot/Mr7nI3PkhCqDM0UWnVnbL1g77zGMnBOikkqd6orjuXeqT+D6Zh48c2HRJlgZAyTjdsa2rKjhYaO1bCLystj5ksbWY47t9e5c9d3JE6yPrYTjLFKbVka39qxfOKWgYFhxYTDyh1uNR3VkglqAs3eCUasC+e/Si7jeobtxz0CRZq9PJuKiSa+2MruVYewVWgBxzD/fE5fJ7Grb66/6l58+qibJ3cfnJPc3rZETrGfg0QE8dPPzpRcDH5SxAXKgwdCHKAZ+hCzaL9xefOWO/8f7rpaq2khT2QuCGSY8oWXsVNRwsPBGywPSPzaioDi8HPr7Xifd78ZHxpeqw2a+vNVitMSQVPmHD6sQipaK988QL9qkXvmEPvv6kJYKeJ5PJlJqueUOBba0Bj+7J4MbEWaeeA4DC/a5i53RS1CvWeEA8EsxQjKij8D1mJFmMRDpZgcDxh6ria4FcRN5lEVSbFqj1ERDobk2WUzs09USVzD2HOGVzzw3bRfmQ5zIbKSjyj3PqC7I5XuY6jl1UGfXXWRrsJ6NztUjsC7BC1oCeDpwTRfyORuXmIDWZVMPR+aIiPhsEAKQmpynO3OUbC7ssB6CDLA9zA9ulxu9tO7sFaAAW4fkW+V9oS5wj+/XYBcAjKl5wzdqaY3ZieEaAiPlq7/pWOfrMcTNFRFMcLSsahSJGpsPR93D8XxnIaq5iTgWIIXwAVFrf2aRzo/kpx8ux8rm37+6t6hAz3qiQHWT+7poLrL1jd6998KYN9vTJYX2P9QLHkXuimpNNMMsLHvg5mWPgHDhn7p9CMaaMBmCQsUI8gsFhPWC0vbPPuUKT416D3uK3xzEk01HVDCECAPDav6ljXpaGmqTPPXlKz0M1W87atxb1IUutxdw7yF5/6u5tVSnfYSD2gZs3qK/Pcvq7LPd42B4g4ZkTI5dS8jpTEq9g/48eOa9ai7WiHa3lWJ8bnZZiohchYp5jntnY0VSXwgtvZSsWS/bZJ0+psTPzYFPQu5A5IpPJ6nXe/+cf2l+3FLfG3VQHD38tTTxriQot1xYqDK1GOeD8PJcY54DUOcf2ibsWT2culMJeCNxIDYfiZiKnRTrCFxdcBF0zObO+1ibtR40EE7HAIXQqVLVauLvwaq0BeOrUSiX768/8IymweXth43X22QMfsK/c8C4psV0u89QzB0Vc5iBXJNvQLGcXhxO+PsX2KHV1UNBOnRpR+Sy1KWalQjEACmQsUPFyGU56u2A40TwPzWqw6wQDPAghoo/6F88gimPUC/GMAFi0NgU0N0AH++ofz0iVDMcXiVIyCNoHimsJIrFzKmalmFm2itphGAT535WJkViCl1qmvsD1UeF8pISIalvJLBVzxxreroCerqWjBXJY0QiALGmzeZcBAiRFGMdUQvsAaFDX8MLpUfsPjxyVyhUAjnmV+Zb6HSLznCPjq/EqzinAMU+yTTIhgMGj56fs+VPD9uAN6yUgwDh68AeoIrPBPEqknfN4dWBCwAAAJFpvC1kQ6m1Qi8sJjAL+XJamuCJePJ/1TrZbi2LKzMxk8lWdbM4bB577za85AB36yhA8KnGsiagd2NIpyhz0YeZYMgg/dvtmZcy8s//U8SFRIMMAqnwPKKvm+hT5/kjhLA1O1GL912pd+9aiPqQYXL/2VFxr1i2bOySFXe14FutJ5M3XH33j0IBqm6iXa0nE7ZYtHfbQTRtqCojW4hts7U7ZxaBp6pWgia1VLQ7nxnP4yJHzrr6tOWGJZvdsQLuk/9T796+v66L4t5qdGZm27756Iah7jOq6YfzMZKlpzNv3Xr1gZ96+Y9kNka+UNUBPHTz8K+36uxZWrTC0knLA+eEwzGTz4n7D7yd6d7h/XIBvMWBXLT3PZO06mpcsmyuKRsEkh0G/IcpzbtRx6L0aTrVFkEmcGohUZ0wO2Oi0i/7KeQsoQsuxBiXtzWWxYsHefvKgfX/HbUGGI2LPbt5nW0cH7Es33i9hglfW7bws+/aiAtzDOLwACfz6aDDjEu0fgz5VKNr79m2Q0tcfPXbSTg1NWTsUrCigvaDvggLUFDMQJOCfLyjneWyZLcihUtG9QI0rwC8LGwSUMShp0VA/qljcAQyEAiqb6lIrABjJ5vPq+0LGBOee4myceihQuTzZBBqFljRHzORKc4prAWWN4+Gz9ExhDKDg4VSmmxKK/PNvBAUy1NYSMSldsXCSAUDlzFP32KbfL8EMBUOCY4YiRsaH8wQEAnCUHQqEDziWje1NCqawUL98blzb4h/zrRThGGPGAYlrNYMtOUU4FPOUAovIsY9EoirUB6DiyCPXjHKXA27U/5BlQk44oTlOx5ovKIDUk3YBMc5vfRtUrozGn3l+sugyKUTjf/U9e1ZED1lOE0Wu27aeFjkxXmSBseEn484po1zn1PVcI1eyPtWCXHyHcwYwtjZdSuXida4bn7tca184uIZx/4SpUks5/mG2xmCQmeofnbWbNrcrY7KqtbisS+9+LmedqWV87tzRbV9+/myN/XlWb2tai1OmZPiZLQiPBOnWxppcX/b6xUkFc7gvCZB490yBnoSjwEL55XMN0PMmtLV8+K9m19/KwtAw5UBUN/V+oLbHcb9xxlANooP4+YnMosAuXZGeL2eMplw6G5UoF50dVaYH+c/eVnpYkEliC67Godqi46NgdLve1pWy82OzcqIUFb9so9WwerctY+ftEwcftk8cesQ2TA7bx376d+yZLTfqvX//zp+2f/2eX7BMYq6b+eUw1WyQjaAmJ3QzzpYLyVyGBWf7yRPD9sTxIS0WONZ0lSebox5Q6u2BwlhRFCrV4kCbQi0MMFUsajs4dziXEWVH5gCP29McdU0qbES0ceiVJZmrlfHG5yScEEg/KyOEIEIsoqzI7r4WqZjdsa3Tetua1euGIAXZXzK0QAb/XS+fjUPtnFAn3ZykVigWEc2KzBRZGQGRiNnOnhaBPRSxxmZck1D69HCOOHaoqeXowRKS35YoQtRFHqnpYYzoF5GM5ZWNYZKBOpaIR21vR2vZgWS+cVH4gs0WGEsW8ohFgmawqtUB+ERKAjZcr962JoE4rhP1MIAfAkXxwBFAun4gqPXZ3NVsO9TXIqnryJxHAAkQQWAMUAW9DqBBhudX79+tRpaXu4kiryFHDihDfADgSaaJMdzZm3Y0vGRMAIDzWGwdIutDHQlAIQygvJgCFOitXSl97nKtfT64NpuL2ZH+kUuoUqggsm5Vc/wr2RqbOlPW25qUiMfzp0YlRoEK23LX4vB2GW/uXdZBQDdrWa11sUuND79/Iz5wxejxa1WDzD0KnRdhBur0UB/09+D6jpQa+fJ+Q8igfmxoMisKcToeC3zeucVDdZ/RqE3n8/pcvVoD9KzC1lqA4HJ3/a1V1SZMOaCGhwWEiLLnh3sZVEAK31sM2IXT8zgyB8+MCUA5Cptz+viNCGlrU9FODk3asUGz7d0ttrWnRcW2OE2kwSsXHfZN1PjgmVEtLK6TfcPeipYo5Ox9rz9ln37hG6rZcV1dzIZS7bZxfLD8udFU+xU5Ht9gNLvALUlPl1RTUvU6FCKrY3xnSs4iDqeXCMYBxzz1DD8coAPtC2hzemTG0cECIFMMPQPhXTtxADcnlTKu8aYoYlUATylUN8M+c4W8TcyUrAkHf3LWBidn5VzhSLFh6lsIeqSbRpTxHp3JCwSJLkaNkWoh4jYwPiM6H3Lc01lXvwMIQaIZx5osEuIKAgTIHqcS2pavM+LYOQ/AiBpCRktagHvSSfWLeWVgQp8h20M0EjDS2kxdkIsiCxQFfYFwbnGofu7tO+wjt26y//joUfvmy+e1H0fncpliKlx8PIvgiwCglQTSkKN+8cyYrnUahzLiRAAAhrt6Oc+CwCNONPMdxljdurVTctaDUxkFmBgPanjWKrhVSxPFcAYBB2VLd4vuNQAe40YPng/evFEAb6l1qAygEJSQXHNO2SyuEZLJ/EQ9bDGa0mrXPj7P+vLsyeGyGp2nSlF3hfAAY8LnamFrbO1Oa/8vnh0rN8Um01Xr8ay1HPNi48O+riQ9fq1qkL3/xBgwtpVCBgRamBsbQgb1Yz2tST3PZK/J2hNgw3ygDdl73udz9WoN0LMKS18GAYLL1fV3OWIL87XYJxXFhNLGIu5kUPluWpPrUsDObwsKyFMUv+WKyuScG53VggRowdGbzBTs9Ei+HBlmUcAJwvFhbPvamu2B/evmHStdzz/z+MlAdakBeN6qBl3tL/74/7C+6dHya9/ffqvoa4/svcey8eoR5stpqvle5H1cYDIDzBF8jsJ7XBWcaWhRPE+IbxSyZDnnqJr8RMkMk5pbkL3JeumzBUw1MvGoe45F03JZCfqyeHATlsP2zUHV60qPdsGmh2cC0BGxGza225aulOpVcKqc+ppTY1Oxem+67MQA7Hj+AT3Q5NJNcYED9kvU28+dbBdxAJxwAi04cy5bhBy1+4eRTeLIOGbeA1Qg8zw+42iyE8WS5g6CIJMZR2NjeKBz+SaRft4iw3PdujZ7x55ee+TIBS3aom2ob1FQQxSo5mFIZyPrvG9Du/2dd++yf/v1V5WZISiDAcK804YgwRPHhgXAoEh5A/h07Uhq3HDGf+m+XTXViKy1VWYQvBoZNSfLAWDzAVRG90UYQJHBQj1sKUCzmrUPdT7WFgIGZP19LQ7Kg4mWhJ0ambH1+aI+Vytbg22wRgKO1UB3GddnNSyQhYKTC43PlabHr1UNcqX/FBYswqhHawgZ1Jft6WtV5vzc+Iz6oiUDIQPNt0UUN802dzTrc/VqjbtpFXa1BAiuhNiCXxC/8PQZ0VZYzKC0ORnUdLkjdS3Ajm0RNYTWUYhFRI2hWBbAgwiBahSGp0XnQcEKYAXAYsGE1kLx8Kvnx+0/PDptn37bNkVFWRj+6IcnRJOTdC+FuDGUmxrUtje7NeWztnvojB1ev0t/n+lYZzOJJruQ7rIv3PKgff6W99vpzg1X9RiXUjLDOeZ5VK+ZSETqYkQ2y5TOANhUa0CKAQCgXAkIIO9cAAoszIN32RInGsAzReE+ogKTQXZiPGh46Y+7mhYHogPQsXj2HM2GmpSSetJQlE9tHpQ0siS3lesBM+oHc/Q8wZOiPXlsuNzckgwP5wwNyp1TVPOBB0x8106NivLnJKTzElHw5+hV727cRMF5xHavSwv0kB1mXDhesjuuRsdR9gBTzF1+3qKp5rcOX7DnTg0LQEHKILvE97zynW94ytihaIeDRs8ZgjYIOygDEDEdc3j0yXIwtsyxG6o4v2RD7tjevSjgqeYAr6WtFbtgYQDVqYzYI4dXrm5aiyHgwL1BxtRnCsMUO+4TqI98LgwcLle7iJVud6VKsFeSHr9WIOta8Z8aNmfMdUjUn3sJefqCJYJL5gNeiYh75vlcvVoD9KzCrqYAQa22mjQ7E+VvPnS9FnJEC0DvRGPC0tZLTUx+0VbWpjkubrTUgUqTtq4NR8CU9WFbUEBwTHBScNAYS0DNMyez4kMTxTs5OGUfuGmjOtcfPT+ufaijO5FfxYCX7j7fsGvT9gyesk8d/Kb9xEvfVuPOe3/lM8rilCJR+9uf+Fd2pmO95WP1MaUtJeDnxQiwprgTDpBmwQKgJei3Wd6uV12LJSISKIA9FX4u/ba80UqG52oiYwo2EA0/3D8hpUEATznDAy0vcPIvBVwl1RrxvKkhcK6ownvfmR5o0RqNSKL5cP+YXbeu1R4/NqyMBwuihH4kiVyyyWxewRTqBjkuanygvnkFMH7SB+KB/evlwL10dlz1ehT7AwzJJBCE2dmXljPrmmE6lTX+pinmeAbpaIIrCc3FzMtvIMoQKLcxX3/tUL+c5J50k61vb7JcIa5mkwg7QN/wtU0YY4JTDRUMKt2O3vSSkrueUrWS9WEhB/iBfT22llZJbV4pAKoGoADCn3ns5KrUTWsx9sd1h0ZHv6JwfQiBOpqpkrFhLMPndrnaRaxku6tVgr3c9Pi1BlnXgv/UsEutK5UUY2DKCAq5FYkyBfq48TpzZD1bfXgI17BdTQGCKyG2QBEqij1Mxue9akeNE5NftIn0vnHBjY2XpiR6S4M8FgaKgtVfI89DFICWkpNHpJ8If2ztQt63yUamsvYXz53RgsbCpgi2qBT04mnAnTebNedm7cOv/MA+efCbdufZI+XXz7b12bbRfnu9d5v+PtG92a5VI8MZBh3VbmM9BSEk4utuJM9cwtGP6ZnCqI+hvkG1LAFdlG0CbTqTMdXL4WTgoEPlYmscAx+vBnj8327zrsYF0CWVtdmcdaSc5DJA5LoNbVK9QvYe540MsVdVo1ZGvbRQVkTNDgnuQGK6IxVR4XKlzPKn73bXF9lfBEtGZrKWiMakqkXfnVcHJsvzLmAM6tzt2zolHAD4eu38hF6X8huNWcdnVaexpbNFJwXgIRiEnRlpUqYIsEYWC2oeUtg0Lh6dzStg857r+jTfMH4vnh6zjua4PfrKhUUld3/qrm3lTEet68NiDvDA2JTduXh7tKvSb64agPrPf/PGmtW1LGbpAGRw79+5o+uS+hCuxYmhKQn0kJ3z50bG7nJkG5abxVhLJdgrVfS/FiCr3v2nhs03rvWpkWndk6wBcYXhyGjGrWBRvU67k3oWn2iAnjWwKxlhWa6tRfq+1okpHCWENkIUlUJrCkmJ7+KQEKkdn8nKuTozPKMiZIQNPDEnXFg9i3pV4GTBo49EkczNK2PE2MqRw6GrlJ9q2JvCPvDqD+3ffu0/Wnt2Wn/nI1H71p632ecOPGTf23m7Goi+GWxeL5sab2WvXJYvFfWT2hTflqqYpVGm69njsx88O63xmN2zs8uePz0aRKDj1pZK2PAkIiB51a1UZpq82q5/nf16ZTkWPcABjiXPo6OnNdu27rQ9d2pEz3VW9UkFAR5HyTObzVKX5GhyBDmYAwAwBC4oXK42t/zK/dXn1/fum5tzoAh+/ulTtrnLFeWT4SHj4vuLQXWiPhF1svfdsN6+9NzZecEg6HEEYgBCgBi+09bRrNoqqGoIEEANxPjea+fHla1ju6IWluJVJXfJhvGvGk0NxbNqhemLOcDHLoybtbn5tp76zV1WaeNlgAzGLFwfMjQ5a0+fGNFat6mzWXLp4XN77751a55tWG4W40qO1VraWoCsevafGjbfmB+hD0MF3tOXRjlH0vtkUi0aU52PGhFnclav1gA9a2RXMsKyHEuvUfqeiWnHu9P23OkR1eTgqNy+tUuZoMooIRHnk0NTcraoHYDagrRtPOZqeRAt8IXC07kZfV89Maqs4fhxOGM4Fjg1eBEUxkKX88XXDXtzWGtmWv8G2nv19+s9WwV4TnZuUJ3OF29+wC62dtub1Ra7l3HifcNdPodwGpmXAs07qzwHBAOkchaL2oYO6u/cszg4RT+rnJ53HHiK/31mtdr+wyDISUc7GQEJGkTIUhUVRUeIYVtXi/ps0SyVaDb/gvZIWiQxMkLx5og1F0uq8aHmheaKP//OnZI0XsjpWayI27/O91CJC891OJd3BZF/QAzz3c+/Y6fmqMpgUFhZDeEFMgVknzd1tcyrY8QATwfPokRZ0DFAMZwendH5EPWsJrkbPv7FsirMx4s5wBsoxqeB7Nis7Vi3epWktVYau9z1MssBGdOZvD11fESfeduObmtPJS85N8Q4fvbt2+2Rly+sabZhOVmMKzlW9Wj16j81bL5RH8ecR8AMoQ/WISyJn1eKqq5OjYid+k1dWgP0vMltrYoFKxfppljUHj18QVQCJuSvHxqQU8Fiky7E7PC5MamqMVFv6miWk0BNjgqvxeOnhqcklSuOKF/DwozDR/dyCox9M9OGXeNWKtmt/UftUy98wz78yveVyfkHP/qbegvq2o/9rX9nBzfuVd3Om9EkbV0DcnfSoHMfLISUxcLZIUlau16arsItADNv39VjH7plk2pREBWIBICFjEZTPK5tUcDvrRrFjfgG4IUMD9tFjjubJZNjFp8tSBVueBqpaDI7UWV6vPIctLV4MPe4GiAH5Nh/OpkQ4MHp8dnioxcmlh3xXWiuC9cIHdjaaVu7WrSPasEgr6zWeSGh+Wb/5g7VMobnTQQWnj05ooWdxqbrO5olcsD8hwT3DRvbtI+FJHeXyqrcd33fEg5wlOBqfTabDFn6MtXLLAdkQG0E+N+1uV3BsoXO7SMHNtkvv2d3zdmGWmufas1iXOmxaljDVmLMqykk/XMF/V5uBhdqOq9GxLxXp1a/R9awNbG1KBasXKRpAPfqwLg9eXzYvn7onFA+ztDbdnYpI0PvCj5LpQJODz07mungXigFHdOpIaD4ek5xajHjEwAo1mMaGRJJJgKLHCnRb6KsDbu2rH120n785e+oVueGiyfKr+8ZOm2xYsEKAXXthU0Iabx5rdbWUuE7XFLVASpBCQ2KmH+M1L6GX4K/oYLSZBLA8869faKmAVqof8O58j4uCxU1Op4iJ+n4QMrab849Zk7RLJz9YRvJmKuP4R9zxN07euTE43yqh0OxqN4pHCv/6E3DPgANSCTjCK62pmQ5c91iwSCdZalke9e3SdAgbGrWfH5SARykmdk2ABT6HkIMzHtQ/gA91RzVWrIqz5wYVlBpYQfYHVR4u6uxy5VluBrqXJUgw1MeN1HDtcS51ZptWO59Wst2G0pmDbsWrK05Iel/svvUa6YJwEB7m83bVNaJuHCvV5u36sUaoOctYKspFqxcpHFq6GBOFBe9dqKeiAsQSX0yoBGgmMTNDyDJ5XOqN4BOQpHpSC5vmZwr3F6ot0515Sj3OseBahTOIg4c+80WsmVnrWH1b7/+vT+2v/P0l6w577o2z8aT9tXr32Gfu/UD9szm/YFH/+a2OJmWJShtCxn3frPATlBjoyJ9V1hKJ3noVQQfqJ+DrqXX21yUm9oUnpupDA1OeU5dw08+E3bwUS6byV16dAAf9gnIYT+ZQtHyeZpSzmWdyOqeHHYZDkk9l0o2lS3ZTM4JoXixEiKG9Nh56KYNdmxwck1qSmqd65YCSGQFPr5vnX37lQvz3keggUJdhBKQykYNjprFZDopRxWpZM6BpqMIv1Q6qrVkVS6OZ9SXDPnvSgcYEYjjQ5N2c7cDZupltEYiAGudZbha6lxLUR5Xc26Xo/bJH3NDyaxh9W6bg0bEZLUvzM7a+HTGbLtZP4HtpoR1UvawRCPiq20N0PMWsZUWC4YXaQwqAICHSdg1J41LZAAZ3LMjs0Imu3vTin6yH0nc5ogsm+Uzc9K4i0W5Kyk73oj9q1bAf79IJmmugLth9Wnd02M2lUxZJu749ONNaQGeI307JErw5Rvvt/Hm+m1mthrj8QrXmyeD562aYMByAJDECaiLK7haONQMyda0NyeUdaDPFc8nktA8i+lkXA7b/3r8VCAAUpI0czJeUPaVzCuPkShzyqwuLP3uPhfR/gqzJYvEoqp/kbhCIDpyjDkjkAQ+PTRlY4H0c5TeNlF3PIgM4IgCtlA3uxLd65cLkLb3tMx7H0BHoOWObV0CRhwrGTKOHcBD9no2l1dT5+096Usc1dqyKkXRhvls2AHGsUC6O4JMbLdJGW1HX/uq+91czizD1VbnWstzW23t01KUuKs9Vg1r2FLG/bpvY5t96YWzEnEhiAbXlp9D0wUJTdGXq57BeQP0vIVsucWCvgnhhclZTepEL0H40FT8hA89hd/oZ+ELonHIAEU4QjhfHtzU6tQtJEpE4LkkuTaVBWk/GSq5G1Z3hmP29pMvqq/O+48+br/5wf9d4Ab74i0P2FNbb7SDG69bs6zOckHDlbJI5e++mVuoTgZQgpyyk2x3fafC74dBvT9HPgc9jMam/MECFFfGpWilLH1wCsrEQjugWZzvlwItgQbAqFsNTmaUgc3NOKppNNhfuMFv0Fqn/Az7cYaehggCNDmorXyfej3qYDg2srvMH+J3k43V71HrbGmy/ZvaJYTS1hS31y9O2Z89d1rZjbWsKal1rlsKIOHAfvhA1I4PTulvQOTnnzqtnxjzHNk0rxAHKOJ6co6fuHPrJY5qrVmVGza2266+dNkBZvuoIlEzdMvmdkIH1pFKrEm/m8udZbjS6lyV4OLBG9dGnW01tU+1UuIaSmYNq2crFkv2Sv+E7vU+NZJ3bA36Ye3qQ6wqKmGQ+69fV7f3bAP0NKyq+Un6xbOjdvzClHpvAHxQwyHS6Y25n8gySkylEnU3UUWRob6sa0uqoWBltHs1hkOhwuhGdqcurW9y2D5+6FH7qRcftu2jA+XX7zrzchn0jKba9W8trV5BD1kVX/eCk+/6GkAPi0rJjOcCJ4jMCdQAMi4EF7z6mv8+3Gk40/NqaYLaGl/fQ20bNLFoJCoqaWdLQtmIB25Yb4+87CLUt2zukNw0lKx961sVrBieyVlTLCInMAyw/JhyjGHZap2XJOUdZRVgMzFLrY47Xl9TRManJx3RcfM5mkTyfm+6qSwpzOJJDy/mDKSmr4Zy1UIAqZqjChAhQ8VY+cyBV4jjupHhgfb2G++/vqxsudLMA8eFAwxQ/cMfnNB15vrFuPAzJjC5tzm5Jv1uLneW4Uqpcy0ELpClxllbzbmttPbp6MCE/d53XrehqYxt6kjZzp60gg0LAdaGklnD6tXOBsCfTCfz19QMoGdUyojpVFJZ73qUVg9bA/Q0bFHeMpP02HTOBsZmbHQ6a+OzeWtpyivKyCKNJGtPS0IOl4qTo85rIsODihPqTDhAM6vkoPmlvB4d24aZxQt5+92/+h174LUnLR50aR5Ptgjo/OmBh+zw+l2Xdf/1iIE92CEDQlZmW3fKMjkcIvdcJRNxG5nJCejgHpMZxRAnKKhHlVNIE90soJ9Z+DkIRRN8355SKaJomxQRCyU5ezhjPkKNzCg9Y1ic1I8mASUubufHMgJeAjlIkHhAFdqfMk80Ew0eQg7XKbmVVFc0m3e1dsmYo74RTZ9J5FVfBACDRofUvD9PjGNzWavoquoualXTqtUWqt14+dy4slr8q8wcUMMDpe3jd26pCnhWklXhJ8CIJrA471w/KxUuSw+Xaz3LsFS9zc/eu8N+NLlpxee2ktqno+fH7be/ckTPH6p7g5NZ625JqicUjuNaNmhtWMMut029CaTVG6CnYfOcBppKffm5szY0mbXr1jve8l4iwtm86gYwbupMNmfD03nLFZ3Dg2MDtYVp++zIjHW0JOTosEBAg1mtsR7UqnTVsCtjHTMTNpZyEcp8LG4ds5MCPM9svkFA56vXv9Nmkq4W7HLbajM9a5mN9KY+OTQFbU6IAqaAAaiBsUvF7fhIxvpak7azt9WeOj4shUKAARmgXKEQqKU5C2c2vW9Etmi2GNTK0Iy0ZNaVStjuda22rq1ZwAaqwcbO5nkLFY41DTqfPzViFydnys8ugQyOl0CGFOEq644CRTf97mlvhaIR7EMQoVAq6HUUFgFQCCXQk4vzwUmEtgcNguMOO4qdqcSChfsAKtQfARNkjaF4VTqrtVKHagVGtdRu4FTjvB4bnFp25mC5WZUr3e+mXiO0i1n4mu3ubZHCJxLl9Kbi7zcGp+3RI+ft7923e8XgYrn1QdyXv/edN3SNBfqbnMAI7RZYZ6FF1mvT0YY1rJqlA+B/bnRa9/vo5KzdstvssTcGrbO1WfdzvUur1++RNeyKWdhpoM8GzfmoB+hrS6pvRbhpH4pQFyczyv5gBB4LQeQTCWkWAqgqLAdbOpsU6VqtL8m21tohbdjKMzrve+MpSU1Ts/OOX/5DG0x36b1//Z5fkBLba33br+gxecATBj7eHal8baGMUPj+qswqRlYAuuX8J5zsNvUrBBBeHZiUKhqG+teGQkQ0Lz5HFLhUion2AmBAnW0m6NZbKXjAC/hbAAY17w2JgiCXPDqb0/Pbk26y506NqCg+HKHGMaRGhSzsls6UnGUcMeh3UFWjkZINTeYubRZcCpoFS+IagYSSgAxgLWUR62tt0t/UtTBP8HUadHJsALBcvqCmnZ4eG3YUH9i/TjVHldmP185PKsvBdn/3O69fAmhqVdNajsxwLbUbAMOfe/sO/b2SzMFysiq81+jhsrj5a0aw4K8O9ktSnPuTdQlQfd2G1lWDi+Vk6TwIQ9aXrCeAh+ea65RMR3W/ovzHuprJ13dkvGEN88YcBYD/2qF+sXmagvgV9YwDk25d+eDNGxvqbQ2rX6t0GnCETgxOi8r2wulRTcoe+JT6WFym5nlhnuLSnIioNwUUl1KxZBOZvH33taGqsrfLtcWc1YZdGds20m+ffPGb9rFD37J1U06aHHvHiRfsL4NanUMb917x48JH9P2ecLBRJCNrgYPhG39C8+L+AXDgjABwwoX5/v6qzBZ5/5PtQBnLF4rzsi/VzGdAMIQJWCDIUiAOcNeObntof6+NvPqU/ZMfucGyxYhUy547NayaOGp6tjTFBQpw0LLjs/MyPOHnINSaZ74iYtDH5cJERudNgIIFyUeoySR5BUbAGIbD1dqUsK6WhE1lC7axo8Wa4hk7N+b2H94P58Y2AG2AFjI9KLbdsrnT9m1oE2WOrNUg9QudzXb3rh5lIZ4+4e4ZB4JKNpPJz3MUq2U/uI4AHoDhtu4W1QlW0pVqUX0jawWgqgaMzo5Oa5FG0jsdAI9aMyuINezb0H7ZsyqXZBhC761FD5e1pgZeDePYTw1PCUhAF+UaiYFQRKUwa8+eHLXdfelVg4tas3Rh4AylDdEdgoJYWNr84kTmLQ9YG3Zt2ehUVgI5WKrZoR7mi2y2aNl83samnbhBvVrjSXsLWzUaB84UkWcoKkRnWUQo3MVYdC9OuBuayDQTuVwhnMhiycZm87axvVm8/VK+IKel1o7zix7nWpxsw1ZkO4fP2m8//J/snScPll+7mO60P7vpAfviLQ/ase7NV/R44gEAKRSdShh0LGpgABVQrJoTzkvPSOXPFcSoDCIA5+onE9qed+SpDQ+bEw+I6U3ADqpolQpmldYUMzWozBYKypT4/jdH+sdtR1Drce/ubvvaq2abu1KWSCRUX/PMyS77/e8es+50wja0N9szJ0fLktAAFwUSoLCxvgSntdAj5c8NEMXzC7XsuZOj9pO3bxFQePHsmLI6OM/U1kzOuuwBim78TkSa/e3b0GETmYJNzubKQI9tsz16AqXVo8fV7AmwtSQDYBnVGOB0ImN6anhaTt3796/XMZMhOTE4VdVRDGc/PM02Ho2WabaVgKYW1bfXzk9on9WAEd3Df/jGkD15bNi2dqc0z3EMB7Z21FVmpTLDsLndzcdcr7Pj2VWpq622IWy9GOvVyaFpXVNomn4smqIRgR8yP9yLfG61VkuWzgNnRAu6Wmbn9XKy4Dni2eofm7G37+6t68j4W9HeDIGAy2GnR6btlfOT7hkTvdnVF7ImETRjTT4yMKnPEeyrR2uAnrfww1uNxkGUmcWfSTrdFJOzAKpHRBc+PTQTvB+4yfQIwSJyxkpC+KlE1M4Mz8xzEBt2bVlzbtZmE64WZzjVbnedOWxUa31/1+32pTt+xB674V4bpz8M98IVRqTCMmQXgvuLKD73IeACJ5+Gl5JNpoEtzkWcIv+IxWLIm7v7sbUpJtUyf+gCTwAfgRT3E8ABIKG2jdoU6teQEuBz1KsB7B3omlMUBHj1j2WcUltzwu7c3mndrc0CaDxDNLrc0uEcVm88i3du77ant40oqMDnnCw8WY2CpRIRi2bzWlTU86pQlBpaNQtT+qQKlyvqPM6PzQiEEKGmT8/r5yeVGQMkoqhGBBwjs4sjVggAFmOZzUFTKwlcInjAPEEkHSUqtokSW7orruPyYObe3T2iq9EUMjzvYEs5Ej77wVxDhJxs0UKAphbVt+ODOdVS0W8nvB1oGE8eG9I9w9XjP8Z+cCqr7A8ZurBC21pmVlabYThxcdys2XQPrkZd7XI12rwaRv2OgmyB8EPY+Jv7l+eBz+3oXX1PsKWydOmAkghdleeLJt7cN1BIkafn2Z7OFqWu2Gg6Wl/2ZgkEXA47PjhlozNZBbRoV1IqMH/O2Bbm6ZgLmEHp5HMN0NOwunt4q9E4WCD8JE20Gq92Ope3kamcIov6TIDsy65X8AuO54mhmXnH0CjFuTasKZexD776Q/vUwW9YtFSyj/3M/63XESr4xx/+dTuy9Xo72dqnhf7G3hZ78cyYoqdX2iRXXppPbRM1jRqXoB6G+9DLONP4Mmhlo95OFNLjmGM4SeqJw+eCrBEpH8AFmQ+caTJDY9MZZTCov4dixXeI1DrlMjJMPBMRqZbRHydmEbt3V7ftWd8+z1kmSg/w2bRIJB/JY2piyPok4hGbmKHpaNQ2dKQkhgD97OQQtQuOrlcouMa/nqbn1NeccR7JeMzGZnN61qFi/cI7d1j/+IwKvMnOEOTwTiJU1sPnxkWNA3j5TNHmriZdazK77JMeNcwFHCff+fvv3XMJwFnIiau1nqIWilktqm+uFgvwN7fUsSg/edwBHrJ5uWJR4gqACHjq2HXrWhX8uRx9a1abYTg1OGEHHz9tv3r/HtvWu7JGgKtttFlvkXUpEUogo6T7wSsY8jwAyHHQeEL43JUwT0l84tiQssRkVREC4h6TmmM0ol5Mv/qePW95R7qe7M0UCLhcFhHTgDU2YomgbhUV0HypXhtHzLcG6HkLP7zpKgWyrsBy0qYzdNfNKqr7/aMX5TQQVY8hp5sza5RdXjsWzkZg4alp34XjEiX48Ze/Yx0Z14AxH4napvELdq59nf7+2r53yjluLhZtd1+LzWRL1plKajv0YrkaIhNBclEy6QASsjfesVU9T9QBGbIVvE5mkkwFEtH8Dm0q2RyzbL6gCDD3NiCBz0PxglZG1vKmze128NSoXZjI6n2onzi/fIZnAzDD9gBADDRUGpy1/vGM7V7nFoZwduLYxSnb1LxwJP8LT58RTYfnkGPhHHHmADfFaEmS1wAs1hpAEAOBw4iFaW/QSjd0NAuo0LcnHYzNlq4W1d8wD4QBD4aTj4raHTu67G07u+13vv6KevoAjjjv4amcgGUxoBaSCf7YHVvsuhC4WytaCN9dimK2lOobAAUlOyhwfju8juw0DijfEf2x5PoacR8x7nyWnz9xxxZ78fTYZelbs1JjLKFGQjbl50oByWoabdZjZJ36NIApT8DYdN7GsznHbo04urZ7L1KuY7uSnetRHWS/Xb0JKZkOT2dFEf1b92636za8tR3oerJ6CwTUo+3qTYvpMD6ds+Z2RfvKxtyKwBXzMp+rV2uAnrfww/t337VrXoEsUTAiU1BXiI6RggfVE/mNWEbcfgpDG3btGQ57FgdYUsoRu/f1Z+wf/+BP7Nb+o+XPnO5Yb5+/5UH74s0P2Pm2Xr3GndOZitsd2zvt7GjGpjJFZQGInJLxIGrJdq+0hQle3KvJVFw8Ywr0kYOORpKiKN28pV00kpfPjrkmmoGKWCwWlwNPQ10ma0WEEeSIR6y7NWFdqSYBn+lszrZ0pXTfU0wP7eyFUyOOSpeMCXgAfojmkgEYmcoKEPATupRvwonx+UF4gQsYDt5vPnS9HLfD/eO2p69VRdjQzs6MzgQ1SUUFHnpaknpecyVATdAUNAC3GPxqwB6F0tD0PBVrKQWqntakfeLOrRqLjR0p7Z95hPPe0NGkYAhjCCCj/gh63OWghdQqD7yQ6pvPyHzs9q0SO/Db8fRBngHGDToGABbA4wvM+QyZLSgcv/ye3W9Kbn+99NtYq8j67Vu7pFjIcwM4bW9OWCRCJjaiexmq5I2b2vW5q9G5nmAL9xUZqOvXt+knyoTv21d6U9xPbwYLBwIwmg2ToSPoRICoIS9uCprds6tHcyoZ8+4Wl+kheDg87donIF7D5+rVGqDnTWi1RvH6x2fLDtDR8xMq9ITzTCRXDjJsn1jEioVSo0fONWySES8UrSVSslRLkzIbrdkZAZ5cNGYP773HPn/gIfv+jlutpAKtuWwBtw+OIID3pi3t1j86KxDMp3D8g3Yuc/u6ggluL5LBP9QGoVuhHJiIx6yvPWm3beuS48viJbpLcD6zee7nvMBQ+FjJGuUKOTnA//B919v1GxwFFAf/rw+eU4aAPjjqQVP0akxsqyT1M/j6ABHqZdhuuAlnuAC+moUzJO++rq8sIoLoANkjHDrOD3oZlDuAVlc6UVaGKgXjwPkBSKHH8SwDTH7yjs3zHKtaFKioqeltbbLe1qTqlAAKAC4yZCz4qLBxtdNBBqkW55UIaa0AolZ54FrOBTDot8PYkNVjrwR1mhJR625JzCswz+azmvs4xmu1b81Slq4DGey1jKzz/raeFnvl/IQcsHhTXM88zwZ/6/3u9BUDGJWd6wE8YQf6Wuhc/1YzHwiYzcXsSP+Im/NgBcSiyoLv6G0R/fWtLC8ejUbs03dvkw9wdGDCJmddEI+fUMcPbGrT+/UM5Bug501oy4niwfPHafj8U6ftsTeGFAXHmSGaSjRUdQsNBbVr1toyU/axI39jP/XCN+37t7zb/vD+n5YM8CN777bffu8v2pf3v8eG0p1VBSfkRFMQny9KAQuHkPQ19Rwq/Q7qYADFlfLJXro5TLmq7H+zWgsnHalxKQad6uPxmLUmY8p2aAya42okeXp4SnLOkaCep/I4fD8eovxfP3TO3rvv1nLPjQPUu/SP2/GhKWUGACMADwAP44ITjgPtZaVxrsNNOH2TzZ3dzeKG0sB3W69zqqtlSMhW4ZDiLFHTw8K7LRAdYEy/e/SiwBeqcNC7OBbVuEQj1tYUs8lMUUqKv/a+vfPoZ7UqUIUzLQgy0GTUO21QCV+/OFUu5q/Fef3ck6dUJwW9r9YsUK3ywEudS3g7L54ZlSPDMQKG1rc1WSrk2OMgQ+mDFvdmVtRabqPNy2FrSbHjM9A+376rRw15eYah4fI8IEdOdsV/7kqAjPAazLmEM77XSuf6t5qlk46y/OzJYfk9NJVOEPBD+n9iVnXO3Dt87q1se9a12T98YK9946UBO3KWVgTjtqsvbfs3d18TYg9v7av3JrV0jVE8IthekQ1ZWGo/onEcprwcKKlzNeyKGwX3JAlWDDRLJbvj7BH71MFv2ode+YGl8hm93HqoYP/xnk+I8lFKJOxP7v0xk3jVEkBkNluQLDR9mOCntySiluXeCJxs1vPRIOKzUD1RJQBaaWYn2K2JvR9KK7EfwEcijlCBk1sne7mpMyUHY3170l4+N6YoP9mLc2NuTLzhH/O9jmYK/4v2/deH7OTwlBa/bxwasENnx+zi1KxNTOdd891IRDQvgBUZERxonH7AjzJgwaiSHQk32bRiwfZ1mv3ed163HX3t4v0jblCZIcEZhFp2y+YO62lrKkeIvXN4144ue2Vg0rZ2uWafg5OZoBFj0tpTcTntULsWqxlYLIsxX1xhSscGXZBz4e9wMT9zyGLOK7VRnCOReBzt5VCYam3iuVRGxm8HgPg/fnjcXjo7pownFMdYrBBkeFD3yggsMnb1HK1crS2n0ea1QLHz27p+Q7sCeYh1cC5sY2N7yghxoC54pUBGug4yaQ1bnvHcZ3JFAeZtqpdzQSsy+omWhJ0ambH1eRdMeqvbnnVt9itlUZV++42H9q1YVOVKW+OJe4tG8TZ1NIuy4yOvRKGJKiuyfVWPvmEVrKhl2U8//zX72We/YtcNnSq/dmrjTvvz2z9gn73uPlG6vJrZbEXPmkpzTTldnwucbvI5YzN529iVEp+X6L8AQNFJPqMi5o1fUTOD8sV9xe/QssgarSbjw/GQWfAtorBIMGb0jmKxGp8tCLAD0gAOOE7U5xDxbYpFVUjMV1nSuN+pd5oDZa4/DuDuqy+es+dOjUoamc8nom4M+J36HuhmOC+TGShxMRV4UkeDYALqaKeGZ6xYco1SfZNNcZ1LpvqjQ2dH7eHDA3r9tq2d8zIkPMM+Yg1wqQQTGztT2v8n7tomwQL2x3HhxKfXqPak1kzLYs4r8w2AhePimLwDuBwK01pRzNgOMqo/c892UfFODU27bFomb9l8TqBng8+OvQUKzGu9vpfL0msIDCq3tblz/v0yNZu/oiCjHjJpDVueQfcnW08gC5oytG6CIQjVwG6gQB/qM59rUBJtzURVrrQ1QM+bsNHVUlE8IsLnJ1zHdb2XaLZTg0S1G9mderBlYR4vURTYreeOCvDMJpvtB7e/175694es4z3vkhTy4BvDcox56KkNyeVLVffFrYksMQCBJp/xQNWKfzM5VK8S1pNuslg0JwlWgIyocAEOUXwsEoggtED7oi9O3mYCOWAHMpwAQLW7zcsve3Cm0wzuaySG4VXP5OZ/UxgoGAvAB6Ds7Xt6ytLsA2Oz9vmnT0tV5rlTI+IkN8Xo3xNI29LvJ8giRSMlZXg+//QZgSbflJN9t6USWgQBcndt71IW5tjFSR0niyIRcraBkAGAUIBnJidHDGATZcRnXJ3UhlJE0t8AuUqTg9YUt4uTmUsEETCe5eZEXI7V5VyAa8m0LOa8qvfNZFbnUlnPdKVVwqo5+1AL6TuBwh2CD9Q/VaMDvlmt1kxavQODegMZ9ZBJa9jyjPsfUHP7ti47MTit4BjrFrUqCLbs6GnRetegJF7b1gA9b9JGV5VRvIEx1J9Mky+9PnBGfKdznDJeQwaXBo71bH6JaE4Q8ed435ogrW9yxD720qP2Uwcftl/9sX9iL6/frdf/6M6P2Ik9N9rL933IpprTKsZ8W7FkFyZddsPKvSsWHjcV/JvjoVPLw2fJfEDRol8Tr1HQTtqf60G9CdcDMI2DgYwwFC/uKUQxcHiJ9AN2oJABBggExCqktLFYIDELRQv6ZUdzwjKFoppkAjbY5kyoL43rw+J+Ar6Qe3ZF9vO3S/aGbuw+40AtEt/zbjif9X6SGpdK8Smjz+FEAQ6nOYZiSXUgjAmdqX/vgb0aCxZClNK+fmhAY85zRp+fC+OzUnGCgkb0sCdQu8HYFossUcRKYMPn+1qb7MTQVNA7JnHVnLilMi1hhxNgGK7/mc3ldS/s7E3rnCrtatU2XE1nv97saok1rCUwqEeQcbUzaQ1bnqWD4A3rz507uqqKT0CJ5XMNu3atcfXexI2u/ML+wzcG7VtHzmvypxAbShtqUH1tSetONymaTESbDu3ZAh3Y69PkYEdMTRuhE7lu6m8uW0z9LFos2LtOvKAGou97/SlLFB1C/dihR+3I+t1yzAE/p7ZdbxuKCUsgkRpkVEam5tewYNWyPIAOaFwAEtfhnJ8OcPhsB7QqwABgmUUA5wJgAOig+BMHg38s8mRS/va92+3RwxfspbOjygQguZzNFmxISmdOXllKOaWSdTYlrL0lKXoRTr9fbFAWJKv14tkx62tNqm8OBaYCLlHXy0b0rmzezoy4TuePvzFkXznYr2ADWSsyDoNTWTtAnUw6qfs+F3RxlwhALGKzGWRKS2VRAuhqOEqS+qZHT64g+VkUv3hmAFnvuX6dQNK3Dl/QeYSL+akxgnYHSMLx6d42l0XgmAE9jG+l0hvf39TZrDHEMfe9RspOXEvSbt7SYUcvTKzYYV+rDLR3OI8MjNs3D593PYsC43fuQei0lRS9q13b8GZVZruWbC2BQT2CjAa4vnYsHLxhDg8HoRqUxDePNUDPm7zR1bHBSalscBw8rNNI4V5wCwLO5J3bu1XPQ4E3Bce5Ag7uXAS9XqwrFVNNCE4S6kr0V5FkcM7Rkt4sVu1UUtlZ+ztPf8k+8eLDtmX8Yvn1Zzftsz898JB9Zd+75n0eYH1ikLR8RMCBvynQ9CaFsQXGzPV8gd4VCQBB1GbzeUsnEANoFuBBChlHnS2yGTreqyBcogY0/CzKme9oSYpmxv0NwAakqOcTtDWkpVEkw+mMmI1n8taENHNHs+qGJJkMVSxo/sn+btvaJZChypvgkeEn22Ef///23gM8rvpK/z/TRxr1btmS5W6MsY3BGDChBEwnhJBNwEkgsCSQ5JfyS8J/s7vZTdiU326e7G7CEzaFEEhZEhKypLEUB0wHU21sbOPerWZ1TS//5z137ngkq4zaNL0fnkHW1Dt3ru6c93vOeU8M5WlxAw4cJ+jZQK2xudgA0YMvLrB0ZqnOpMJ2R+LHux0zPQSC2ioLaou07Mro4DEHjKIs0Gocgy5bSk5UEDYOm02fH3+DpsUngKBDz9Mxf1j7pgYcB7GY+EJRuWhxjQqcve39iSBO50jERB5588i4s8dTloFO9FnpzG59/8jutfUGtZ8p02VHJPuYTGGQjSKD4jo3yMZsIZl8KHqmiGyYeD1YeGEVeqe6SCG0i2mTdK+/RQM5BD1otkYljVpUJ/VoZAMI9qoLDAeVqDmkUd9FfmHOnkkmaHfIRzY9JrV9HdLlLpJHTr1Ifr38MtlZ3TTkc5izaxD8t/YF5I0DnVpKZU2IlOE/V2gj5EzCUQzujGn2AwM4UaKGbAT6cxCE43ktEcMAAL1Bdnhbi2hJWEdciKCcDCLpya3N8f4TT9xlzKqWzxBJ+FvAcyAjgMeoMAhEdEDu8b5gQtzgM0cxHe4DtzQYMuig0QismmMSjStfS1x44XEYpgkRhOMewfeKhlKRQ8bzYeEBTk8HjvfrNmKbkJGB0xNMe06pK5HDnT4ViyhfM7dDh5HGolrbjf1gTp4erpnftMtu6fEZfUyoyTzhZK2ZJAzBhGsYvkwHf8li5kHyfJv23oD875ZjWio33uyxmYHG/oXpAgY5Yv/CoW48GWjzPIPP8LJTa0+yt950uFuzgsluegwkyFQJg+kkMtLdL5zvZGO2kEwuFD15MPF6uBNfsvBC4IfJ7sj0FLpQohQVF2aSeEMqcOAyFUzq58k2MYGVYpQmIYjVRngryrbyb2jq7O5muW7Tejlv/ya5/qPfkajVJhGrTb77no9J0GaXxxetkYDdmbqAihjTyPV3K6ydrRKKRjVrNhTmnBkcAChXqy8qkNIKZCQcKpKRHcRzYO4FhAOyJeiB0aGYDpseiwhoEeSiYguiaf9xr5w3v1KzPTgGccyZJWWtfX51HkM2AI9D4AyThWjIsIQ2ZqqICqZ5VUVqSICSLgTU6N2B+EBGBEAIV6jDjk3F0KZD3VqiZw7VhPiAEMI2XrykRoUOzAfwZrt8YS15qylyyd1P71ZzgVnlBVoKClGB96aCB/1F4YgKq+TJ055hmvkhdObVeFTEoUZc52A5McwtLEd6gmrj/N7FNdr3M9KXLIK4EyV0oVGzx2Coc4IpUFAuGA5HtWfI3D8YvIr7jzUDnXyegc1rSUGSqhPRbcXrYTgkRC8DCUJyt18438nGbCGZPCh6pghPmnz6RzrxYaUf18GdDUEVXhO9Dp4Q5lH4jT4CNIDHg8ZsyuwMRvVYksUyNj1fBI8jEpK1uzbKDZufULFjdKeIXLDvTdkwb5X++3fL1g77+OE+N7PB3/xpzJCJSHyG55CYxVz4ifLBxbVF6kCG/hKLxTqgsROZIBXScbWMvhX01EC4qBlC3MENmZTX9nfKqjkVsqKhTN452qNiJRKNijcQk/oSt2Ybj3b5tT4Nny1EC/qGMLMIJtcI8IsL7HLWnHLtG8Hxi0ySMUrBOCpqit1yan2xbDrYLf2BkJaMYSCmw4YBc1HNLrX0+nX7egMR7dsZHChAFJh13UvrS1XQQbBgVhEWBvCn4nHa5fTZZQMmT4/kHoVp3nD/QRxiGkjg/ScH/Rctqhn1SzbV7DF6+N4+1D3kOQHnnLcOdeqwPWyLYctq7B/0OEGMwt1uLBnoVBZ4IGrff3q9ngsZSBCS2/3C+c50yhZONyh6poh0WGiOduK7fGmdBjxwlYL9IgIcHRbotOk8CgSBfRiYGCdbRU/yXBcEwtrTk+XbnAozetrk5jf+LB/c+pRUebsT1z/XdLr26rzQtGLU54AoQAbHHx7qeiObYoka1tSYPI9AV93ARthp5k0QABv3dahw2N/hlbOaKrS0zATZHICGT3wOmFeDzBKyO5aYMfEer4djDBki3842OX9BtayZV6WPg7OZLf7l8m5LnwqrXl9YLYQhTBAowxgBJVIQ5siU4PiFmUK3N6Qley41XTBK5FD6Bic5lGniOvQgmX93CPYjzpjsa+/XbT1zdrnUlQ4dKJh13TAqmF1ZoEKuIxjU18PxN7uiQD5w+qwBQcVo9eDoXbr5nCZxWmOy+eXD8pmL5g8Y5pbKl2wq4gKi59evHtSM6FDnBOx/9DpBcGIBJHn/OD1W7cFCPxXc+lLFk+ICD25jIEFIfvQL5zMsG8xfKHpytCkulRMfVnvRc/DKvuNqUJBsGYs5LFgJxyo+MgsIirN1KGlyfK6B9CCb41ylur9T7nj1f/TfLUUV8tvT1spDy9bK4bK6lB5vCr7kfWEeTQj6IQJwW0CzFChlDKp4QHkgRMVI+xDPgz4cZACQMYTAeXZnm6xqKtfBmDiOMfsHx/RpM8vkaJdXLa1he46AGyVgWjaJnqRwVMUIyuxe3d8hp9aXaG+HuT3IFOH49Lgc4nbGpNrm1uAeDoNwLcN24r4Qa5ifgDIziHYziwUzAJRsQtxvPtStZWuwqE4GCw0dfYaY8jjt+jeCfTRUoGDWdT+48aBs2NGq+wCDTVEKZ2ZZnt7RKrMrCwcIn1TqwUOh0LiHuY0mLlC6in2MU8HyWQOHnZrv8ZmdLWregHPBUNkilPFBXI7FGTHbZqQQks9kQ79wPsOywfyGoidHm+JGO/Gh3+HtI11ywcJq7T/wopzHHtaGdHPCMOyEzdkqsRwREsgkJG9nLmwzWNi2X27c/IQEbQ75fxfdqte9XbdAHjjjGnmlabmsn7tKe3dSxRovP4MAhAhIlqyIpfG5AszJQfEZfkOPypEuv7qyxSSSEEhD7Uc8pTbW22xGmViRU/qDUdnR3KflahBES+pLVJTUlriktMCuAhyZEAy9NbJy8c2yGCIL5WFHO316v1K1ojZ6YzSDoSWWYc3O1Ba71f4Y/SHGEFPDaACldchYIjB32A2zAZS5oV8N/UYQVnhhvE+8Pl7HnKqNiezIAEGkQSAhazNSoADxgx4g9NwgWDcyFUZAj7+X4VZTJ7MefPBq44wS94jiAg5vsPbANg0XDO1v79N+JRg0FLliJz0HrodgxH5LFboeEZKf/cLTDZYN5j8UPTnaFDfSia+jP6Cr7oc6vXo/t82mzd1YCQ+EMIfHIkVum7qfYWhpLmVOcsmeGlbTV+94TsXOyqPv6nX9Drfcfe4N0u+CVbNFvn7J7QNK9FIt1zN6ZrAyb5H5NR5550iP9pvoYy0nxA7abRDfI/Ext7pIbaMhIoLdfolCQMad3E56Tbi/RaJqO42eFJgawP0Mzn8fWtWowTeC8B8/t1e/EDCwEwLoOObtwIzAZtXXxfYBCG1D10TUYCHktGnZHGbuIChGPw7Ey2n1JSqG0OOD2UK4HQIdPTG4DhkhiVmkttQtDRUFejGHyOFP6lBHvwqk0gKHHOsO6HMiawGxjJk5KM9DdhPbN+Czctr0bwELCfibQWYL/8b7HJxVGW01dTLqwYdbbVw8o3hYcYEFDXye+DkUuC/+9iEqsV9Qvof5RRZoRR30GxW73SoN5QVqXDEW6HqU/bBkJz/wpKlfeLrBssHpAf8qcrQpzjPMiQ+CB83lCNoQhM6tLDJWdiMR2dPar1PlEdB2eiGAouLPJRWRZVjM2S2aMTNslwPhmCxu3Ssffet/5X3bnpXioE/vG7La5K/zV2uvjs9xoi8GjPUTQLiOsi44kxXG+1vwGUNsqCU15hkNqlVEZgbBfqXHJUe6vJph8cVQVjZ0mZt5He4XjQsgiAlkcupUcBjHs7nCj4wLyub6fbBDN/YFenvQj4NAvKPfyCzheYPxErMzZper4MGXSX2pS7flye2t+liUxKGkDY59mDXUVFmo1ti+YFSKCxwqAMwvJfQUGWVUPrFarFoWB4ezM2eXJeyTIfbfPtylxzxKy5JLPcGxLp/sP+7TfhhkyXD/Q50+nWNV7E7vaupoq43Dub0tm1Uq//PmkRGDIZToLagpljcOdGhPHxZC9LOyWlQo4vaVjeXjKkWj61H2wpKd/IHlpFMDywanBxkTPe3t7bJq1SrZsGGDNDUNPW+EjO3EhxOeChvYCtuM4A/lLsf7Qhqs6mp7/GI4bGHySe5keUYiE+/DPC9iv0MYIJhu7Q3K5Ttflo9selxv21c+Qx5adpn8funF0lZUPuxzIS7Ec4zWZ6MlbfEMDUQMglsILQgGgHmtg3Wsy2bRzx8n7LnVHunxB+OW0sP39WgvUCiiLl84ThAUIzsAe2k8dkdzjwa1WPUyV/jV/hyFczAYcFj1djwWz2MYDVji2SWUUUVkT1t/4svkQIdX5+3ocFH104azmEOzUjheMTMHltI45kF5YbLQD2pQh8GlEDPYL3Aig/MahoyWFTrEG1CJqiV26HNL/lJD8z7c5SDw6ksLNFMCk4Xtx3pVHJw1p1LFWTpWU1NZbXy3uVduP3+uHIuLLmyDGeCgp2m0YGhhbZE8/W6rimacI5BBg8hE+V+3PyyL6k4YLIwVuh5lHyzZyS9YTjo1sGxwemDPlOC5+uqrZf/+/Zl4+bw98SEYhiUvYkbMOkGQ+ujWZnWfQlCMgAqBtcNulPfgOnMYZq4LHwT1iPFQmtPhDRlB/RS/KezPVcd2yIc3PyGPLVwjkSuvlGtXzJQneq+SOR1HdYDoK41LJYb6oVHA55DUZjIkiaGxVou49QvNmGmDIB9BLvpWIHi0pyf+fYdjAfsFzmjoxUGj+4qGcjUP6PSFR7W8Rr8QguOoFQF1lwq7X288qKVQyavFn7pwnqyaUy7//uS7ajaAoArZIWvMyA5pAI5tt4hmFJCdgaBC6RlspuEYBrFR6XFIWx9EHLJYVnVKw3uGWLtlzRw1M/j5SwcSxzya8t880Kk9PRBCyFIgw4ntwzGA+TBwgYNAOW9BlbT2BrSsC4E+vsSwQABzBQA7bGwXQDZrdkWh7D3er0HjqqaKhIiYjNVUHDt4zyPN1hpptRGCZyhxMVowdMmSGln/TqveVu1xSqcvZNiD26z6WeInRBUstBk05T4s2clPWE46+XhYNjj2ctlOo5IFPxur7DlxDsnIp3fDDTfIunXrZOPGjZl4+bw98WF1G0EgyoGw6g7Rg0wPGrmDYSMgBliJd7iM/ggE0LEcG3gzVJCODIjTYZPTZ5dLjzcoT7/bNuBOwwX2yIxghT+GeUXBSEo9Q6W+Xrny7Wd0rs7i9gN6XVVfp+z67MfklnPnSEdvQO4q+wctsULmQoZ5XdPdDP9O5ROAkHFYrVLgMswF+oOGiDH6tIznwk9rzJhrZL42LL4xAwe9OR19AV3pT+5pSbYETwaHBd4DzmNWlK4FA5qNOa2+VLMwg1eLUQp2/oIacdiOx+3Qw/q59PqNkspILKaCBP05MCOA8EAwhufojgffRvbKMB/A73h/yDIh04PbFtaWJI55iJFtx3q0pwfZm/k1RVLhMUoHT28ok50tfdJYWSDvP32m9qhAWOxt7xsQKGChAPtyaVO5VBadqGNDcDi/tkiNE5BBgjkCtnuyVlPve2Gf7G73DTtba7yrjYPPCRjmiv0OkXPxKbX6WrgeATCCXrMfypy9BBHKEo78gSU7+QvLSScXlg2OvVx2f1uPnOcWuWfDbmmqLsmJctmMiJ57771X5syZI5///Ocz8fJ5e+LDl9uDrxxQ8dMbQMBtlC9piVBSj0c0agT4RjlR7gieZItms59GMx/xjIYzJtrQv6SuWOpL3dLRj1kuUYnFM1zAFDX4XkCwC+vu6mKX2K02ae31SZc3PLR1dywmqw5skZUvPiHPv/CSuCLGHBO/3SmPLj5PfrPicgltOabiYl+HVwqddt2/3UM8X6HDyH6g/MoUF5ZRPoYTIgmt6DHxhaKawcO7Nz/bhHiJZ3qQYDKHuEK8YI4ORMfOll7NFAD4DMDFD3sVYjj5ODH3E3pzEIzjuOnsD8qr+zrkjKYKDfyTV4vvuMAI3OG8hiwGBHiXL6J9NNh29B3hCwP7RrcXM3dcdjnS6dVtRH8SnnO02THmMf/6gQ758bN7tE8JDnLo32nvCyQCeGS32nuDKnjMgG5woABR8NBrh6S+7OSADwIKfUevH+jUYwnZsYmupu5t69OfEGs1pYXDztaayGqj+R5f2tMuf93Wqr1OEEqPvHlEStwO3UewDMd+NjNbJizhyC9YspPfjKecNFdX6Kcalg2OvVx2ZolTAzJUb+RKuWxGRA8ET6oEAgG9mPT09OhPzLvAJRXM+6V6/1ykrtghNZ4yeWVXq2w72inWWETg1QRN47TA13jQA2IRI8OQVAqV7QyXrcE5qLzAKuUeh3R6/fLmgaDUFDml1xuQUCyq4sh8j+ZuKC9wqM3y8b6gtHf7tKynEArAjd4nY1I9rJ0hXLSxPiLylad/Jg3Hduvjt9fMkd+uuEz+vPQC6XUX6baVHO+Vlq5+cdhtsnJWiRzo8MmBSL+EY3g8xIohXvA6mDeELx+IEpxEsRo/mv7EtseiEfEFIvo4vCdM4oHTtfn+zKRd4v0aLs5xe+uYhMNhOdjeK45YRArt5gsa4gvblHw+x3NgEKgxdycmVrtIKBaTtl6vbD0ksqyhTEvKcOLb19qjzxuBO5tEpchpkQK7XbxBixoSGCV3FolEwhKNWBKZnCDcBe2GEC92YnbUIC85i0iR06oZiB6vX0KhE1/wHodF96XLJrLpYIdmN1FSh88SfTyYoxMOh4zHFTtO+nsRcYjbKlLksIg/YNhbD6bQbpFlM4rkg2fOUhHigXV0qVs/s7GeT/B5P73tmNRDmFS5jR0uUSlxWaW4ukB7nLYc7JB5lbDs7pVi58DeIyxQtHZ7dc5Rjcc+4utDXD2x9aiK1IYy9HFASEVk3/EeaenySUuRXWaWnxwsBQJhfc/YL/l8vsxlxvJ9hs/RYx/++ObnPb3AeeGp7a16rj7HLfKjDTt1SPLFp9Sou+d0Z3a5W25aPUv3EQZZt/cYi0zL6ovUQAa3T+e/k2g0Jk9uOSrd/X5ZWO0RK5Z0/ZiVZ5GF8e+w9VuPSsOaOWkXh6l+LpZYBpf68YW+b9++EY0Mvv71r8tdd9110vUPPvigFBYyHU+mgGhUqjdvlsann5bNt98u4SLjy2DWhg1SuW2bHLj0UumaP/+EkwEhhBBCCMkIXq9X22a6u7ulpKQkd0XPUJmehoYGNUMY6Y0NVoDr16+XtWvXisMxtvkTuQbS1V/5n82y9Ui3rperEVaacMazCoNLpKYyy1PstMvCOkOUdPaHpNhtkx3HeiQQHdtzO6wiM3o75OpN6+WDm9dLfVeL3vZvV35KHjzjKs2gYFXjG2dG5Z9et0ogahmQEUEWQ/tpMIMGrmgxZCiMvBKa77FPdLaOvhZK0mJGWVs8G+OIPz4wyEIayadQ0hUY+Iksj77W4HK/pN/N92VmWNzxHhqU82Fw7abD3fp4kNzSlfxvbL85+wWlZVjlwXMgk4J5N/j7PUsb/EV7cq4/Y6b8/o0jmurG+3ttX4d09PnFFzbcArFl8AtEOeFps8rUja21J6CzdrACuf+4V7r9IZ0ZY74rlOiVuh0yp8ojX7niFDVSMNnZ3CtfeGiTluegZNCCfieHVXuXkNk61OXX3pV7blyp82eGA6/9q40HNStSV4KSBqtaY8OGG7OEPrq6cVJWQVFWeO+zu+SiombZ754nMcvA9GskGtX+odsvmKflj+ZqI44frDbCzAGrjaNtC84BqLHG5zDU6j7KCd8+3C2zKgpkTmXRlL1fMrbVd3zWZo8XjvfhVt/H+n2WruObZC84d6OPEGW18+Ir9E3+PXoeiopVV+iRQb41Ayv0JHfY2dIrP3p2j8yp9OhxYolFEscRvs+Sv8MW1qa3xA3aoKqqalTRk/U2FC6XSy+Dwcl+rAJmPI/JNLDvffNQpzpOIUhc2VA+YgCH+tyFM8ply9E+/WIzY9h0KNt4i0paqXTa5XBXQEvSEIxHLFHpCaV+0rZHI3L+3jfkxs2Py3v3vC42I+KWXrdHnlq5VjYtOEN8EaPkzRmvGYPgCUQGih7YMeM+hpAxBAzUCsL8cATlazLg/hgWixOECpiIIVAQuGOYJ3pTzPvjZcyHak9PzCiFS3Z6w9Fg1xI3qzalm7cZggqlZBZxOh3a69IdCIv3eEC8IdhQG4LI6I0yhBq2x9SL9ohFnFHYPIv48TMKwWaTUMwiVptNZz75IjHtF0KfS4nHLf3hmNQ4HfLa7nY53B3Q2T4YChoKRXRAKMRPc29ICtq8ug9hHnDdmY3ym42HZPPRvqT9avy0RES6A1GZWVGkZRjmFzLqin/ywgG9Ddvij6J00CI+f1S6AwEtyyt0OcVqs0u7LyINFSefQ0wW1ZfLzWvsCXOEruOGecO8miL54MoGWVg3OSfvkkK3OOzG+QdfEINFT38Iw0Edej/U6S+oKxtXk7I/6tPPodbllNgQ2ciaMo/U9oWlodIjHb6wBHqDKqqWzCyn81OaB3riePvFxsMJO+laJ0pCw7LlWJ8c6QmOWB+f6vdZ8vGNvk9+3tMP9ETCOAV9hKhTjuFLJ34eEotNr9/V5pPW/jANLcio32F9odiAWXfm91nyd1i6Y+1UXy/rRc905qntLfLAi/tl//F+7X9AH0RTpUc+vqZJnZiGAl/Ia5fUyv9uOSb9Qbi3Tb3gSX4NhHHp1D5Hu09kAcdDRX+X/OR/vin2uNh5ddYSHSD65qr3yoKmWjne4ZWy/oD2lBjZioEg/lGziHjPDkh0ysStwyFGvEnpL4gbKA3MiZWkx/hDUSm226XC45BuX1hNArBaf7w/oMYTmvuwGH+0wXiWCPoXxwVsmc1PQrNFMbjSWcXttElNkUtNBA52oHfJyPro4+xWvZ/amFvRZ2QIJIhlHG+QbGjihNEBhlbCuhrbWFJgnDbwWASEs8oLNXhCIIVV6pYen16PTBC2AT+tcbe5mPZJiQ7+PHd+lXx4VYPa5WLT8T5U+DmNWTsQYgHYrcczW8mB6ONbm3XIKjI65YVu6Q+E1dzBov1TUfG4bLKysUx6/OGUmrQR+EVPjWnGCo+JxKLS1hOQ9dtatPVmMgJDBMxYwZc+oz8nccAM4w403pk3nhSsV5GpgwU49jOdnzIz0DOddtJ0+pre0NCCTInDnUjOOdxR9GSx4Pl/j+3QsiJkeEwXkZ2tvXo9SBY+ySuSjRWFsrS+VJ7bZdg2J5c7TYUAsiWVXKWxmm7M2CNhuXj3q3Jay2757vk36XWtxZU6OLTH7ZHfLLtM9lQ1GPcNiHTu60g430HwxKvVBjDSbB0IC9NhLhkIIGRgkAWJIn0SFzMqaKwQCjYVRDUlLnHZrFqGgufQ7IXTpoYEsBpG3KyDUWGZXezS6wJhiIyIkX2yW3X1GM95qMNw64GrHe5X5HJoMB+BmYCmp4yMD4QNAqECGxzCbGK1WvX4w/bCvhlObBBYmHcDdzOUt122tM4QDdGYnhA3vNuiM4E88eGkxr6ASUFUij1ODep6fEE5Z16lPg6rkDAhWNVULs3dAX2dYCSi+6eurFDL8XC7aasLVzIV9f5w3JUOr2WT6mKnCidklCCYsJ9SnauAABfzfxCAwgABDnOTPcAR+xUlSzte26HlJFhdnQp3oFStVxvKCxn0ZnCgZ7rtpDk4dvri4QwaMgUOdzPh3iai4ymQmc4Fh7uMHuG5ZJec7pI2ZHggeBrLsRpnlLMVuzHl3iYHO33y85f2ywULqrXUbagVSQx2NFb/YxKOGBkJrOpiaONoQzDHvL1JSicbP9HZnUflhs1Pyge3/lWq+7v0ut+etlYOls/Qf//dlZ8f8j31BcNaOmYKurFgMefmxOvUzCGwiaGfcF1DJsRpMwJ0zayI2jxDkNSXIrMSn28TjRkDSR02FQIQBKjFx3weBPwQG4bIsOl9qoqcevJBzwvc6dCHgyCquthhZGrcDmNmT39QX8MbQhYrov07ZQV2LclDKZzLYdWTGSzQcRtsjmeUuFWUIJi+4axGWTOvKnGCM0+IsJLG/JtwFOLOpuV4wXBUt6Om2KU7xxu06vtPXoXEijayRoNnx+Dx+9v79X441h989aCWe9YWu9QZD9uITA8eg54Fj9uu/QsI7s+dVzXqqlM6V9zRO4EliyUzSrTcZCqGCtJ6dWKk63jg6jtJF/mwQk+yg/lJs+Awp0fcRk9vrgzGpazPQtDDg5I2rLCbgsfEXHlH0+vrB43gEkEggj4MaKx3GSuSRzqNEgZ8YdqshjUyhsEkN7znM85wSC7f+ZIOED334NuJ69s8ZfK70y4Rn+PEIMrh0Bk3SSYBqZIoO0NjPbIlFotmNnxhY/8jTirQlTcj8EfZl2aEMDTWBmFjUcHlhaCJIVthmAcgqDfEg0Utt712qwoJZDZgDlBd5JZls0o184KAzJzTsrOlR/a292u2pbLIpQ3xOF4wy6nbZzyfRWBOYMzIQTZp+axSae8LSXGBXUvOmnsC8f4fi6yeUznsyc08IcJIA8cett9qsapoqih0qChDIIdyORyvwJO0Cokv5OFWIQsdNvnz5mO67Xj/xt+CS3upUI6HLBTEEIwPYM+M95pKcJ+JAY5/e94crZ+fqlIjTmwfP+k6HjxcfSdpIh9W6En2MD9eLgvr880vH5LPXDR/QM9tNsOzaRaCwA1BHALmocD1rT1+eXDjQf3yxf0RBGKWijGV3imL6uzS3h+QfW39mtkxmuZjgs6QfBc84Oodz8l/PPqf+u+oWOTZuSu1V+epeWdJ2Da2w950R0sV1akWi2ZkXDEIGyPrY4pNfB4YLBqOGBkYCFfEVpgtg/Is3BtfRvik3BA7EEsof0MVWjzjgyuQFUG2A4YCN57VqCt5ycHzeQuqNdORPMQTImlva79maxBUIbOkhgc2CB+L1Ja41d0HpWswW0BZ2d9eNFe3M9UA/bz51XL1snp5Ymuz7gsMwES5GDI/GDSK9796bqVuf/Iq5Cv7jmuWs9MX0vtCpOG4RjbznLmVuu8QjEIsYZ+09RpZC2R3sCqP7ev24m8nJovriuUzF81LKbifjBX3sTa8p6PUiH0c2Z2B4QR4kk5yfYWeZBdWq0XdVDfjXFaeO98rFD1ZCDI5CH4RlKKkbTBd/UFt2j7Y4dUeDEyjx2o6gkA03K9oKNNgcPmsMi0RQlB9qNMrPbAdhvVy/NjUnhDJfdwhv1y140XxOlzy2OLz9LrHFq6R2zf+Xh5fuEZ+u2ytHCmtmdBrjLafUL6G3RpOOKAZ4rLbG1LBgoxOscsmvXGLO3PgJ+6Jk0Wxy6G9N629QcPC2mpVkYosHYIhZH1gcADBg1VhBP6zygtkd1u/fs7nL6ge8qSD686cXSGvNXaqqOiEKUIoqlbGNqtL+gMRLY3D8Ta3xiOLa0sSz2MGdxBVi+tSs4c3X/MjZzdqWRxK7HCMBsIwnDD6mJbXF8u61Y0DyuIWzyiWRzYdSfSwwcABx//e4/1ajreorlgFGoJRZDMh7nGsQ+zgvdSVuqTPb9PXhPXq319xSsqWmZ4JrrhPdcP7RGAfx9jxDMo8Di63nKwMDMsQSbrJ5RV6QiYDip4sBLbUcGmDaYHZTG4SiUSkuTegze6n1BbLawc79QsYQbXTY/RpIPgqLyzXL1B8cX7qwnla7tPcjfkdezQwLHXbtWQJgbU2ssfBqc/tsIgveThMlrKkZa+Wr71/2zNSEuiXXZUN8tiiNZoF8Tndctmt96R1gGiyiYOZmUFmJRzDJASR0kKnOOxhdWLDlwz6eAJhUQey0gK7mg1AlKI8Cy5rMDzo9oZVkOD5EAyVFTg1C4R5C+19QWmsNJzTRssqwNHvyW3N0tZnzOrAc/b4AioksKoM4fPqvg5p6farVTOa3JODu7FmMvDl+oVLFqjL2pYj3Xr8oWxu2cyyk8QAnnvHsV7tF6oucqo5AVYgkemBuMPPd5t7tb/CDEZxXEPcI9PZ6Q1qZghCsrakQG49b86YbKYnsuKejoZ3kl5SzTxORgaGZYgk3eTqCj0hkwFFTxaCL1XYUsOlDaYFye5tcM1CAH16Y5m4nXb9IkYpHL4oEaxh1RsBGFYnEbvh+tICpyydWaguWQ0Vx/R6rPBj5dLusKhFL5yuzDIu7f/JUjwBr7xv+3MqdpY370pcf7C0Vh459SJxRMMSssVX60cQPKn0NRmFZgN/H+5++N5INnSAWEUfCyyg8XmYm4NgZvuxXu2nwedlscZ0kOfRLqPsCyvJhpV0TJ3VADI/LoddNxhGFBYL3NsiUlsicvO5s1MKjHD8oO8H2ST0EEEodGipWXw+TxhmA4aYQr8YxEZJoVODO18oLD98Zs+YMxm47dMplFeZPRQLaouGXFlHRgfiBp9XsjiB8IHjm+FaF9HngZsczBXSseKeTgMEkj5SzTxO1mfKMkRCCEkPFD1ZimlHbc7pQWCF1fnZFYUaPC+qK9FAu6LQKa29fnF6jP4Q3AdBoj8UlqPdfg241NY4GtMvVGQeVjaWy47mXl1Nh9hBVgHg3wizkzM/2ca3nrxH3r/tWf130GqXJxeeI79efpm8NHuZxCzDD21NBvdyO1D2hyI0i4qOoThJ+1mGd2lDVif5WWA8cPHiaukLRuXNA506NwZlZQii4YpmsTj1M4IxAXpQohbMYYr366jwNDJwKnjshsNbscsuS2eWakCNx2H7CyCGUsD87M+eW6lGAC/vPa5bD2EBIWUaKeL9IPuzs7VfZpajvNKesHIeTyYjlfKq5B4KHMPoAUrGLLPDdg0lTvD3gOwQeoRg4jCeYHE8K+6ZMEAgU0+qmceLFtVMmjBhGSIhJJeIovqj0xiFgZ+NVfacWKih6Mly4QNbari5wawAK44YNHn307s1cAUVRU4dXonbEaAifoeL1Sv7OowZPTGR7/11l66QL28o1VV6BNbmanhbb0Ddwpq7/Ynhm2rTLJmnxN8n739ngzw79ww5UF6v12GmzmnNe+TXyy+VP5x2sVhrqlXUVUZj0ukPC8bejCbZoCuwGo+SFZQJQoikovOcZg/K4AxPfMAnwD0gXkrcNnFi0KhdNOPjtFl0X0ecdg2GAXpdcLLAajJiZjwFtgnCFc+HkwoEksNuEW8wqiWMELkQBbifaeOcCp54nwKEA8DxAvMCfNBwZdOZPTGjfwgHjUViWgL55LYWfezC2qnLZIylpwaB4VSVA411xZ2Ww/lJqplHillCyHRkd7yPFYYY57lF7tmwW5qqS7Kij3U0KHpyoNTtrDmVid8RCMPl64Vd7RooI1BVV7ZITLq8QenzRzRjgxXK0xpKpb6sMLEyjwn2eCyCfJTjoOH7rYNdWvYGdzez5su0aQZTmfNJWEEnD/CMxWTV4Xe0fO2qd18Udzgo967+gPzrRbeqMHm+6XS5+LYfaq2YwypSbbWo0xiEm6MnoPsA1tAjlavBS6DPDztmhwrJ3kBYun0DA9Nka+9YXCjB0lkkLKfUFcumo31GWRgc1eK3o7wNGZ7GcnfcvS2qz4+ZOAeP92t2pqbYyNLgc4OIQZ8LwGeEzxH9PhanJTEkVLM88eGoKLNC0AXG2kyd3LcCUYYeHjweJW3I9OH4gVsbtgfvCyVtyCJBWKHEbSozGWPtqZnKcqCxrLjjdWk5nH+kmnmkmCWETDd2J/WxqvU5+pALHDnTx8pv4xxjb3uf9vVgxR5Bc2khvpBj6hKGDA96ehCcI1A1DRAQSNYUOWXrsR6pLHSKy2mTnS0oy3FpEK0BdwyzZRBkG0NNUXKF60Np6O9BkF3j65ZrtzwlH978pMzvOJy4bXt1k7xb2agCD/IAOQhzkzSrFY5pucnhTp+RqdDAF7NtjNItBC+Y8QnUOjquh/pDEBVhaY4ZM16Gml+U/NYjERF/XEwtqC2W5r6Q2jlDnJi9UwVxEeNxYbCosTKMoAkW0PjcIFw6+gNaTqdCNRrTgHjpzBLZ09onLb0BFawIpopcNs1C+cIR8QWjGlSfUl+izzceO9vkvpUdzT26z6PRqIpovAGbzZilA0Gk+yOe/cG/hxMTkxX8jaenJhvKgWg5nJ94KGYJIeQkBvexWhEl+UTjzgVuZ070sfKsnYMHHILlCxZWy562/oRzFQJkBF0oVUKgZQoeHJxbjnSpKMCXNXpDaopd+oW9q6VHjvX4NUOB8isEbtXFbh2siYZdxMNIRKAiCsfvZLX6JGdQcLFGI/KX+/6P1PR36u1ep1v+d8n5OlfnjdqFEsP7imdUdIinWUpmEekLhGTbsZA+D3peXDareCWq94G4gJW31YLMilGGlgz2B8QJysm0jMxq1azPYDxOzMqJJkoK8XNGaYFagdeV2rWXBPsUQmvz4W5p7vGrnXSB06qlaygla6oslG1He/T58XoQmBBIeE3cjh6tmPRKaSGmZVskGI5oGQ1eA8YGGDqK1RQ833jtbM2+lYdeOyS7WvoM57Z4OZ7HaQgeiCGIZ5RAGtdZDWE0BJMZ/OWiixUth/MTillCCJHR+1hjudfHStGTowccViARVCXXmyOL8NqBzoT7GgTPK3uPawBpiTuKweUKc1eQLUIplttu1QyK04FmeVE7azTII8g3Vv0NV7fJEDw6BNMiUtXfKZdtf0F+vvJqVS5Rq00eP/V8WXVkuzy6+ip59/wr5Y1uDM6MSrFVpDdgiJhkEEdC1kEUmCCIx/vBbbGo4YqG14SIQ6bGkmxkACtwi7FP8Aw9vpAODE3eVtyOsjm8NkRAoRPXhmRXW5/MqiiScLRAnZwwMwbGCOjZQYkY+m7KChxy4LhXA/el9SXS3hfQzwP7Fdk1ZKdgLAAwsPNgyKu20iiHw2fc5QsZRhVFTilyOrSRGqVm4xECg+2m71y7SLNUz+9q0/eM9w/DBGSZAnEhNKusQAVyU5VH3f3qzH6fKQz+xlO2NlYr7ckmF8UaGRmKWUIIyc8+VoqeHD7gBtebIwOEr2EMIUXvDmovYXKA7+ZCp13LvyAyvAHDNUxLs+JOZnAWQ/M6ysVMNzMEwZMFsjlXHNksH3zrcXnPjlfEHovKsVlz5Zn6pZr1+PEVn5TvxKwq3qw9KP0yhAYEnZgCxILsjSFI8Bj0ooSDxu14DxBovlhEs17IlJimBtF4eZvZP4TnxQouBGBfIKLCBtkkqzUmLgtK5owsEsr88Lp+9NdYrFLoNPY1HPRuu2Ce7uP177TKW4c6tS/KnEWDGTdzqz1y5pwKOQUZnFhMzSQQCO9q7VehUeS26rahfAyZNgiM955SowYTCOJhaY15PNhOXGJxUecZY2A/3ODMy5fW6fNtOdytA0tRHomsDp63stChorqq2C3vXVwjT+9oTVvwN5aytWwZCkrL4fyDYpYQQgbiyYPS3+zdMnISnlEOOKzWowQKJW/INLT2BDTwd8VtkHFAIsjGBWhfhwbThmWxZk8mOU6b0dMmH3p7vXz47fVS39uWuH7TrFNUwCDbgd6k9jACeqsaMLT0BlWcqB00hk7G+3dwMWcJAQg3U5YhaxWKGiYOKBHr90MkGlkLYJbGOeK9KypmQhg4aBTb4f8FTrtmjkKCgZ3GTBzTAQ/7CNkXgNeA2FyIQTkxi+xs6dUZOPWlBfoTYuJQJwLgNrW4xf0RlKPOFf0+5kBNlK8h41NX6laBhcciUIYY27C9bchgfiwp49EGZ153+kxZXFes9tWHO3wqFEsK4JDmUVtzM7ibXVmYdcFftg0FzYYeIzK5UMwSQsgIpb9Jt+VK6S9FTx7Vmjf3BHQOC5y5drcZPRuI2nGbD45h8cyN/jCSPjpfRh+fJCwmi8Wt++TRBz4vtpghsrrcRfLI0vfKI2dcIQdnzNEg22GxiNNhlNnpjBoM7LTEtNcFogCuYigCg70yciN4S0PNEkLAi8eEYxjcGdLMiSl0jDFEFhVYZrM++lZwH7fDrsIC96stdmuZG7YL2RdoHrw2MkqIc1B6JhJQm+n23oBEa2KyfluLZqMgEhKWzjbrAEvnq5bNSIjV5IGaZlmiGlH4jKBqsoL5VAZnYtbIHefPk2tXzNR9hv2NhsRil2NAcDfW4G+qS844FJSkC4pZQggZuvRX3dsEbrhhOdITzInSX4qePKs1X7e6Ue/729cOqyOY6cSFTALETzDezW/qJWM+i5HhMQdUmtbOY6Whq1kWtB+Up+efpb/vqG6SA+UzpKWoQk0Jnlx4rgQdTk27eGKi/TAOu02ts6uKXbK3tV9aev2abYnFolp2hq2BQQDEjJaBDWOijdtwK0rbZpYVSiQakSNdfqME0G3T23UQK0rZsB8SrmRGlguiBMYDpQUFun0IqDVr5LarsxkeA6MEM6u0+VCXNFYUpjScErcMFqtmWSKeF58lVkcwDPHHz+2dlGD+UKdX3j7cpccHBBb6iMznS942GFmkEtSlGvylo+SMQ0Enh0z3QxFCCMnd0t/9bT0ibtGe40xXf6QKRU+e1pr/f5ctQo5HnnynWQNrBNkouUJ2w7RuNubLWMUSNcwK0BMDkAlBhiWVAaXOcEgu3fWyztU578Bmzeas/swvJGB3agD6N7d9X3zOQu0f0vI0CCw8zmaVmlK3HDzu1fdRVeSSM5vKtR8Js4PQ+I/eI3MbI5riGSh4TLMBM0tlGjjAia0/EJX6sgLt2dGMit0QO+rAZjGyN7GYMfQTogIlZrjN5bFpaWCHN6QZIhuyR5GoGh+gXA4smVGsznl72/tTauqDcUQqjdEQIBANEFdwdDOHIWI/jiWYx3P86pUDsuVot4pA7D/MCoLhAl5rqhoO01Vylg/NlJkmW/qhCCGE5Bbz49UfB9t7ZfPLh+QzF82XxqrinFg0o+jJQVIpN8JQ0w+vatCgGlmJzv6gRCNGiZthNWiIH5R8ReOOXUYZmEiFx6GCwxc6YWpgjWeFzHk2DW2HVOh8YOvTUunr0fvACmHzjIVS6e2SoyU1+vwBl8d4bHy+DK7D47v9IelvQSmZIUSQHr1Y3ctcas/87M42tXfWjhvYT6MXaVCSxxQ7un3xTBWyRHiu2lK3BnEYQvrGgU4VXXjv2EfYFmSPQnG76rPmlEtZoVM2HerSgB3vUwWPw6IBIe4P8VBd4tLXgkDae9yv/061qQ8iZTSxCoH6ztGexNBZ9PvACW5ejUcHsKYSzJvC43CnV7fZ44JLHZzl/Fq+tqKhTIXPZDccprPkLB+aKTNJtvVDEUIIyS2sVovMLC+QzWi9KM+dKgFGBTlKKuVGCFy+cMkCeXDjQbWu7vKFNRvisItmfiCMkMWADNFsBmbV2IwgGXN+Sgss+hhkh1QQQSTZrLLutT/LPz7+w8TrtBRXyh9XXCr/feolcrC0NlGA5rBi4ozhTGb8dyLDZEM/jd2wjfbHLbRf2NUu71lQpY81xQ5K3ODsHMO2Bk8Ut5mzfpKzVsjmYFjr0lml6rDW6Q1pEIc5RtXFTnVXwxZB1CFYLnBY1Y4ZF2SaIEDQ54LSMMTsyPjUlBRIfZlbqovcUgJrNz9snqMaVM+p8oxpnsdIYhWB6KNbjqkwgStcicuhQq+1169ObhArOk9ohGA+WXgsm1kqoXBMH1/hsanQwfUQXGUFZZPecJjOkjPOURk/7IcihBAyXaHoyXMQaH/1qiW68v/8znb56Yt7tVkfASGyPCjZQhYIggDioq7MrcEyajSRGUF51byWfeINRWVn1WwVIhvnrZSwxSqvnbJanlrzPvnzzBXSF8FQy0h8Ro6hSiBzzJI20z4a4HXQF4OZNhBgCFSRicG8GjihIdiHs1plkVN7cGA+gLky3mBwwHuDaMEF78EcoAnLaGRHIHiQucF7hSvbysYKFVB72/t0O/DcyApZLBGdr9PWG5SqIqf26aycXaa/w2EN4gGBIfpiUPI21yrS3O2XJbPK1Zp6rPM8hhKrZiCK/QenNGxPkQuW2TZxejB/KaiCobTAqVmw4YL5ZOEB0YoMEQQTHg+DgkKXXTNFbx/p1oGqk9lwmM6SM85RGT/shyKEEDJdoeiZBiD4a6z0yEfO8aioufupXfFBmsaATKQmoQTQuA/b5GAoKoHObrlw0wb58KYn5NRD2+Wl0y+U73/yW5oVOeZqlOv/6WHpLkL2wSLLKwtVwOxo7lGxANWDnIoxgyaqQb1pjGCHLbbVolkgiBAEWghYcTtKuva09ovDbpFZFQUa3G8/1qvBMqyr41V5ihrQxSCgMNsnJl5MH42JZkmKXDZ5/UCXluxAYNWWuPV6vFZDeYE8u7NdhcuaeZUys7xQy+sghiCuPnDGLJ2Vg99RArTpcLeW+qHULhYNy5nzRZp7fHJdXaO+j8mY52EGouhBqi52ax+SKVSQ3cFnhEGnq+a4RwzmBwsPlMQhQ4R92uENSigSUTGJVfyPnN04qSVMnjSXnHGOyvhgPxQhhJDpCkXPNOPiUzDrpUAefv2IBovRWFTKCpyyoLZYLjmlWkre2SKuB+6T4kceFnt/nz4mYrNLocctXd6gdPnDUlnkklMb67QsbeuRHh24iVXhJp1DE1CTAAS5sHbW4aJWEacKFkOxwBwAxgAQIbgOSZqKQoeKIB3G6bbLWU2V+juMDvB8EZTcYS5PfFYPxAy2vS8Y1p4bCAGbxaIN+5ing7KuSCQqxQUOmVftSbzW3javMY9It8QQXij1Wz6rTLMGGNYJ0YOgGYM5kwViUXzeEYJ6DOxEVgb3m+g8j+RAFNsDoZI8ywfvDxk3WF+PFMwPJTwgfMqbnJqpwvPBxhxiASJ4MslEyRnnqIwdD/uhCCGETFP4zTYNwVDNr1xRfHKwuO5GkYceStwvOGeuvH7J9fLYykvlVZ9DA+c5lYUyo7RAg1qUW126pEa2HO3R/pZb1szR+TeYXYMeFQS/cGFDII9AC7ODUFIGAYGyNWSWMGAU2QwID7jHoXemwGXT4BwCxx+OSmO54f6GcqZYNGYMDY2XheHxCN5qYTIQs2jZ3P7j/eIPRqShslD7FhD4A6NELah9PyjnU0E2TGkP9seOY7163ekNZWro4Fal1K0lZjvbfAN6HwaXrWHbDnV4UwrGBweig2f56NygSExOqSsZ0XoYpWwo0TvY4ZOFtQMtqiGamnv8Ku5Q2jbZZKrkjHNUxgb7oQghhExXKHqmKYg9G3ZsElm+XMQTDxpXrxZ55BGRD35Q5BOfEOcFF8jZKCE70CFHn92jwz/hura9uVeNDyAwkFmZUeqSHp+RkVhYh8zHidV3OIghrELG4mcv7NMMCYSKL+7o5nHapRwiJBRRcQQnNdSxwcUM16M8zmG3G5kWn12zOFUepw4K9anzW0jOmF2uggnB2jXL69VK+tevHpT60oLEPBwAAYHnc4o9XhZn5HuGKu1J7n04YZuQWu/DWO2AhwpEzVk+yXN8hgpEB78W9i0yU3gPEHzp7HVhyVn2w34oQggh0xWKnunG8eMiv/ylyL33imzbJvKzn4nccotx2223idx0k0hlZeLuiH3MLAx6WdBsX4Shom67XgcrZMzWgQgx+wCGW32/48J5msF580Cn/o6MC7I8EExweFveUCaXnzZDbzsaFx3oQen1h3S4qs1mEZfDpuVxVptVCqwojbNrnxGyF5ctrdOyLfz7nSM9KiKSh3JC5KAErtsb0j4m3DZcaQ/eC7JU2A4ILYi8ArtFljWJmiQUFTiH7H0Yjx3weAPR4V4L2TYYOBzs8Op+S6fwYMlZ9kNxSgghZDpC0ZPnaOlTp1diz2yQyl//Qgr//EexmC5oBQUira0n7lw8dLCDbE17X1Ab/lFGZooIzLpxehD8B7QUDfcbCQRT/3ftwoSFNhziAMrkzplbITeuNprrEcy7HTYt7+r2BqW9N6YZEJgbrGjwaCajsz+gYgRiC/0/yVmU4USE+snBSS4Wk7lVRp/PcKU9L+5p1/I09BuVe5wq8iRqDCfdcrhLmqqLT+p9mIgd8FgD0ZFe6/TGMnXBm13pkWtX1Ot1wwkPszRuMgUKS86mlsn4zChOCSGETDcoevIYiIenXt8v1912jdQcO5C43n/acnF/6naRdetESktH7BHBoE9kWkJhBPyDpoMmiIlFL2Oz0EYZGkA/EOyfzXk1ZvZi9ZxKDeg3H+5SRzNkPjBss9JTJHvbLTK3pkjWndUo586rSllEnLegSmcCHe8PasncUBkVgIGuyEJFUA5nM8rNMNcI4P5bj/bItcvrB5ScTdQOeCyB6GivBSc4iEMInuEEyFjL8EjmmczPjOKUEELIdIKiJ9/AQJxNm2T3rAUJ8bC2ZoaUdrfLlvOvlPXnvk/6li5XQTC3uEiODGq2h1Uzgqq3DnVqeRQCfMTcyLrAfADN8BAHEASwpIYogttapcelfTljWaE+f0H1gIB+qOwFSutw2d3SJwc6vFoat2RGiQqi0UpxhhIRM0rc8vK+4/LU9ha9HuVuyColZ1SQ4dnb1i9LZ5Zodsa0j7bF/1rQFxSOiZbjJW//ZNgBpxqITvS1xlOGRzILP7P0MxWZUEIIIZmBoidfOHLE6M+57z6JHT4szz/4rHQE3SoeNnzxm+Irq5BQgUdcsZgcbO3TEjMM8US2xVwxLitwSGtfQHteDMtnYzhpnz+kgb7dZtN+EZSlQQCht6amxC11cE4Tw5RgIivUw2Uv4L62ao5TZlUUSkd/QMvgzpxdkQg+RgpMkkUEtuHHz+3V1/CFwpq4wvZfsqRmQLbIFBQoQ8PsHnPOTTBoiLpaHf5pl6piwxXOJJ12wBN5rYmU4ZHMwM8s/TATSggh+QVFTy4TDos89phhSvDoo0aWB8VmpWUS3LRZZpxzgQZHPTMaEg/RYaAOq2zY0SqNlYX6JY4VY7igvbCnXQdxYg5PJBqTyiKn3r/QYZVuH4RAVEpddikvcMjiGSUaVGMQ6O62/hFtblNdoR4pe4HtqClx6eOQ+TEDu1QDk8HbUB/fBpS1Pba1WepK3Yn7e5x2cdms0tLj06GrC2uL9PqI9vT0yKKaYun0R08SFOm0A57Ia5niEmLVtMWGyYNp+jBaGR5JPxMtnSRjg1k1QgjJPyh6cpVXXxW57jqRo0dPXPee96jV9K7zLpXNLx2WuUOs8iMgPtrlVxc1BMQnsgQWHdiJ2xE4zSozZvEgY4DsSkxi4g1EJRTGQNCIzKrwaFkYBM9INrdjWaH2jDF7kWpgMtZVcrwOjBsQZBY6bQlr7oU1RjDZ0huQJTPLTxIU6bQDnshrDeVMZ75H2I2XFNhHLcMj6WUySidJajCrRggh+QlFT64AxzUInKYm4/eFC0U6O0WqqkRuvtmwm168WG8q7PAOKx6wst/WF9CyLQiIgTNsYlLotkt3l18dzhBAo4cHvTsFDrtILCwOu00Dq1f3d8jS+hJZ2Vg+Ym/NWFaox5K9GEtgMpZtCIQj8vOX9+toHgT/EHmIa1p7/NLr9cvKOYab23CCIp12wON9LRgcDHamM+3HMU9pQY1n0srwxgp7KIbGk8bSyekOs2qEEJKf8Bsy29m5U+SnPxX5+c9FGhtFXnvNuL6sTGTDBpEVK0RcA3tLRhIPCOphPd1U6RkwpwblTVjtxz0tiftF4oLHKpGYqOCpKXZJIGSXiiKnzK32yCffMzfhajbRFeqxZC8QtKcamKS6DXCr27C9TYXU6Q1l0ukNJvp5LJaYOsiBdWc1jNlAYaqC97G+FkTFUM50pv04XO2GcqZLB+yhGJ50lk5Od5hVI4SQ/ISiJxvx+0V+/3ujV+fZZ09cb7Uac3VqaozfV68e8uEjiQcEx8ja1JcNFAsQQChvwkwfrBj3+SP6xY/hlpBBwXBEPE6bZoTqygpkUW2RtPcG5ViPf8TVTs8YV6hTzV6MJTBJdRvgRJcspGCgUN7kTPS9RNBDJf1G1iuL7IDH8lr4/IdypjPd+FDqFo1aTnKmm2rYQzEy6SydnO54mFUjhJC8hGftbANZnb/7O5GOjhNC54ortFdHrrpKxJ7aRzaceMAgz3lVARUrWCE2hQ9+zqv26PwclL5h7k6XL5rIDiCYwgU9Lrhfocuu825GW+0czwp1KtmLsQQmqW4DbhsspEzbbN0PEatIwBBcucpwznTI/sGNb0ZZgWb9BjvTTSXsoUiNdJZOTmeYVSOEkPyEoifT9PcbLmzmkNDKSkPwNDSI/O3fitx6q/HvcTCceMAsHqyqD14xRmkTVvhRwvZuc6/+HghHNduDwH9GKYIBj2ZAMLA0ldXO8a5Qj5a9GEtgkuo24P2MLKQMETjae85mPElicXAmC2IHPt5w6sP90gV7KFInnaWT0xVm1QghJD/J3egt13nzTaN87cEHRb7wBZG77jKuv/pqw4Z67VoR2wmjgfFiigezQXxna68GSjefO1vWv9M65IoxVtQPdXrlvhf2yc7mXplTVShuhz1haTzW1c6pWKEea2CSyjZgH40kpGDqcFqx6GvlKkOJRTOThfeIfZnuVWz2UIyNdJZOTleYVSOEkPyDoied9PQYIgdiB6LHJLlvx+EQufzytDSIr11SK+9z1g+5Yjy70iM3nTP7RJ+F0y4ROLoFwuNa7ZyKFeqxBiajbcNoQqrK40zcL1fJxlVsD3soSBbCrBohhOQXjCLSBbI5EDter/G70ynygQ8YvToXXpjRBvHFdSVpWe2cihXqsQYmo23DSO/54kWVsuO1/ZLrZNsqNnsoSLbCrBohhOQPFD1TRXe3SEkJmhJO9O5A8GCWDoTOTTcZM3ayvEE8F1Y7JzswGe49RyJh2SH5QTZ9rtmYfSKEEEJIfkHRM5nEYiLPP29kdB5+2ChbO+ss47Y77zSGiK5Zc0II5UiD+HRc7RzqPUeMMT15QzZ9rtmWfSKEEEJIfkHRMxm0tRnDQ2E3/e67J67/y19OiJ6FC41LGmGDOMklsin7RAghhJD8gqJnIhw/LvKpT4n84Q8ioZBxnccjcuONRgnbqlUZ3TwPG8RJjpFN2SdCCCGE5A+MdidCWZnIyy8bggcCB0LnhhtEirOjFGcyG8RNy2uuwBNCCCGEkFyDomciYI7Oj34kMnOmyIoVkm1MVoP4cJbXeG72WhBCCCGEkGyHomeiXHWVZDMTbRBPxfKawocQQgghhGQzFD3TgPE2iE+G5TUhhBBCCCGZhqJnmjCeBvHJsrwmhBBCCCEkk1gz9cJbt26VVatWSXl5udx5553aWE+yixOW10NrY/QHBcIRWl4TQgghhJCsJiOiJxAIyDXXXCNnnHGGvP7667Jt2zZ54IEHMrEpZAQ8SZbXQ0HLa0IIIYQQkgtkRPQ89thj0t3dLf/xH/8h8+bNk29/+9ty3333ZWJTSAqW13B6G5yJMy2v59cUpWR5TQghhBBCSKbIyBL95s2b5eyzz5bCQqMPZNmyZZrtGS4rhItJT0+P/gyFQnpJBfN+qd6fnOCSxZXS3N0ve1t7pK4EltdW8QWj0tzjlyqPUy5eVCmRSFgiEcl7eByRicJjiEwUHkNkovAYIvl2HKW6DZZYBpppvvSlL4nf75d77rkncV11dbXs3LlTe3yS+frXvy533XXXSc/x4IMPJkQTIYQQQgghZPrh9Xpl3bp1WkVWUlKSXZkeu90uLpdrwHVut1s3erDo+fu//3v54he/OCDT09DQIJdeeumIb2ywAly/fr2sXbtWHA7HJL2L6QXsq1HOZlpew7ltutlU8zgiE4XHEJkoPIbIROExRPLtODKrwEYjI6KnoqJC3duS6e3tFafTedJ9IY4GCySAHTzWnTyex5ATNNWc/PlMRyb7OIKgHOsMJZLb8FxEJgqPITJReAyRfDmOUn39jIgeWFXfe++9id/37dunfTsQQ4RMJ3a39uoAWMxDgj043PJgHnHZ0lodKksIIYQQQnLUve3888/XVNT999+vv8O97ZJLLhGbzZaJzSEkY4Ln/hf3y9aj3VJW6JC5VUX6E7/jetxOCCGEEEImTsZ6en7605/KjTfeqINJrVarPPPMM5nYFEIyAkrakOHp6A/KgpoisViMcrZit0OKXHbZ1donT77TokKIpW6EEEIIIRMjY1Ml3/e+98mePXvkjTfeUPvqysrKTG0KIWkHPTwoaYMhhCl4TPA7rt/d2qf3a6igSyEhhBBCSE6KHlBXVydXXXVVJjeBkIwA0wL08BQ6hx7sWuC0SUuP4ZZHCCGEEEJysKeHkOmOx2lX0wLvMKLGF4yIy27T+xFCCCGEkIlB0UNIBoAtNVzaMPto8Hxg/I7r59cU6f0IIYQQQsjEoOghJAPAnAC21BUep5oW9PpDEo5G9Sd+x/WXnlpLEwNCCCGEkEmAooeQDIE5PLesaZKl9aXS5Q3J/vZ+/XnazFK9nnN6CCGEEEImBzYMEJJBIGzmXlikLm0wLfA47VrSxgwPIYQQQsjkQdFDSIaBwKEtNSGEEELI1MHyNkIIIYQQQkheQ9FDCCGEEEIIyWsoegghhBBCCCF5DUUPIYQQQgghJK+h6CGEEEIIIYTkNRQ9hBBCCCGEkLyGoocQQgghhBCS11D0EEIIIYQQQvIaih5CCCGEEEJIXkPRQwghhBBCCMlrKHoIIYQQQggheQ1FDyGEEEIIISSvoeghhBBCCCGE5DV2yTFisZj+7OnpSfkxoVBIvF6vPsbhcEzh1pF8hscRmSg8hshE4TFEJgqPIZJvx5GpCUyNkDeip7e3V382NDRkelMIIYQQQgghWaIRSktLh73dEhtNFmUZ0WhUjh49KsXFxWKxWFJWgBBJhw4dkpKSkinfRpKf8DgiE4XHEJkoPIbIROExRPLtOIKUgeCpr68Xq9WaP5kevJlZs2aN67H4UDL9wZDch8cRmSg8hshE4TFEJgqPIZJPx9FIGR4TGhkQQgghhBBC8hqKHkIIIYQQQkheMy1Ej8vlkq997Wv6k5DxwuOITBQeQ2Si8BgiE4XHEJmux1HOGRkQQgghhBBCyFiYFpkeQgghhBBCyPSFoocQQgghhBCS11D0EEIIITlCV1eXbNy4UTo7OzO9KYQQklNQ9BCSAu3t7TJnzhzZv39/pjeF5Ch//OMfZe7cuWK322XFihWyffv2TG8SyTF+97vfSVNTk9x22206rw6/EzJeLr/8cnnggQcyvRkkx/jc5z4nFoslcZk/f77kCnkverZu3SqrVq2S8vJyufPOO3VqKyFjFTxXX301BQ8ZN3v27JFbbrlF/vVf/1WOHDkiCxcu1MCVkFTp7u6WT3/60/Lcc8/Jli1b5J577tHvNELGw3//93/LE088kenNIDnI66+/Lo8++qhmm3F56623JFfIa9ETCATkmmuukTPOOEM/pG3btnFVg4yZG264QdatW5fpzSA5DLI6EDwf+tCHpLa2Vj71qU/l1BcFyTw9PT3yve99T5YtW6a/r1y5Uo4fP57pzSI5SEdHh3zpS1+SRYsWZXpTSI4RDoflnXfekfPPP1/Kysr0UlxcLLlCXltW/+EPf5Bbb71VDh8+LIWFhbJ582b5zGc+Iy+88EKmN43kEPv27dPSNqRx8W+UlxAyEX70ox/JD3/4Qz0nETJWQqGQfPKTn5RIJCK/+MUvMr05JMdA1tntdovP55MLL7xQPv7xj2d6k0iO8NZbb6ngweIdqhYuuOAC+clPfiKNjY2SC+R1pgcBxdlnn62CB2CFDNkeQsYCBA8hk0UwGJR///d/lzvuuCPTm0Jy9Hutrq5OHn/8cbn77rszvTkkx9iwYYM89dRT8p3vfCfTm0JykG3btmmG8Je//KW8/fbb2qOKBZhcwZrv5QDJAStW6m02G11vCCEZAxOsPR4Pe3rIuMDi3ZNPPikLFizgMUTGhN/vl9tvv12zzLlUkkSyh4985CPaLnLOOefoOei//uu/ZP369Rpv5wJ2yWOgQF0u14DrkNL1er1qbEAIIenk6aef1gb0V155RRwOR6Y3h+QgWLxDn+rPf/5zmTdvnlpYo66ekNH4xje+ocZOV111VaY3heQJNTU1Eo1G5dixY1JSUiLZTl5neioqKqStrW3Adb29veJ0OjO2TYSQ6Qn6wW688UYVPUuWLMn05pAc49lnnx3g1obvMQggqzWvv8bJJPLggw+qdb7ZgI7f4QiICyGpgHMQjhuTl19+Wc9BDQ0NkgvkdaYHKxr33nvvgKADjm4QQ4QQki7QMAzb82uvvVauu+466evr0+tR5obAlZDRgM05GoZRUnLFFVfIV7/6Vbn00ktzYnWVZAfPP/+8um+ZfPnLX9a+ZxoZkFRZvny5nntgZAAjlc9+9rNy0003JXrns528XiKCwwTqDO+//379/dvf/rZccskl2tdDCCHpAj0YaADFIgxq6c3LgQMHMr1pJEeYMWOGPPzww/L9739fTj31VC3TpnMbGQsYaAv3UfNSVFQkVVVVeiEkFT760Y/Khz/8Ybn++uu1cgEDbn/wgx9IrpDXltXgT3/6k34wBQUFmoJ75plnWFpCCCGEEELINCLvRQ9obm6WN954Q9O4lZWVmd4cQgghhBBCSBqZFqKHEEIIIYQQMn3J654eQgghhBBCCKHoIYQQQgghhOQ1FD2EEEIIIYSQvIaihxBCCCGEEJLXUPQQQgjJGP39/XLzzTdP6cyijo6OAb8Hg8HEgFhCCCHTA4oeQgghGcPj8cjbb78tP/3pT4e8HQajFotFKioqdOQA/v3666/LtddeO2DQIi719fXy0ksvDXi83++XefPmyR//+MfEdc8995xUV1eLz+eb8vdHCCEkO7BnegMIIYRMH/7lX/5Ffvaznw247vjx4/Ld735XfvnLXw64/h//8R/lE5/4hDgcDnnzzTfl2LFjKnbOOOMM+c1vfiNOp1NsNtsAgYP7Dh5QXVNTo6/R0NCg98f9QqGQnHLKKXqfcDgs//AP/yCf/vSnp/S9E0IIyRwUPYQQQtIGysouueSSkzI7R44ckcLCQikvL9ffzzvvvEQmBuIGrF+/Xi699FLN9hQUFJz03G63+6Qs0Te/+U357Gc/KzfddJNe7Ha7/OpXv5If/OAH8sorr+j9IIDwnIQQQvIXlrcRQghJG8uWLZNzzjlHtm/fLu95z3v0J3jooYfkoosuStzvox/9qKxYsWLAY5944gm57LLLNFMTiUROeu5oNCperzfxOzJKW7Zskbq6OhU7X/va1+TMM8/UDBJeF//GBaVvuJ0QQkj+wrM8IYSQtAExA8GCLMw111wjq1evlv/8z//U29CXY3LHHXcMeFxPT4+8+uqr8vvf/14+9rGPyVNPPSVWq1UCgYBeSkpK9Dnxb2SNOjs75Utf+pLU1tYmnuPQoUNy2223DXhu/BvPTQghJL+h6CGEEJJWUN529dVXy5133ilr1qzRMraNGzfKzJkzh31MUVGRZmX++te/yu9+97vE9Q888IA8/PDD8pe//GXA/e+//359ja6ursR1EEn//M//rP1DJm1tbXL22WdP+nskhBCSXbC8jRBCSFpBedn3vvc9ef/736+iByKoublZGhsbh30MBAseByME8Mgjj8hrr72WuH3btm0DxNDnP/95+fGPf3zS8+Dxu3fvTlxuvPHGSX9/hBBCsg+KHkIIIWkB5WfI6rz3ve9VwXLllVcmbkNJGtzVTOColtyfY/YD7dq1S53YYE6wY8eOxG3o0YHTG8raAIwJYIc9mG984xuydOnSxOW3v/3tFL1bQggh2QRFDyGEkLRw8OBBdWfDzB0IDmRuqqqq9Hdkbj73uc/p7+Z1pqU0gEU1xBKyQnBxKy4ulnXr1iVuv/7662XRokXyb//2byNuwz/90z/J1q1bE5cPfehDU/qeCSGEZAfs6SGEEJIWZs+erc5rg4HhwJ49e+Suu+6SBQsWqHV1MjA+QD8PXNj+5m/+Rk4//XT56le/OmBGD4CIQrnaF7/4RZ3NMxTI9MCu2uTo0aPs6SGEkGkAMz2EEEIywt69ezXTAie2++67T77yla/I/Pnz5Sc/+ckAS2rM0cH1H//4x2X//v1qeIAsz0svvaRlcqb4gRvcl7/8ZbWuNsHzBINBfY6RMj1wfSOEEJK/WGIosiaEEELSwIsvvqhDQf/0pz/JG2+8IZ/85Cd1gKiZ3XnsscfkC1/4ggqZu+++Wy6++GI1Mdi3b98AS2twyy23qI01hMwNN9ww5Ovh8Rh0ClMDl8s15BBSiCTM6YEII4QQkp9Q9BBCCEkbEDUQM9ddd5324VRWVp50H2RdvvWtb6mzG4aREkIIIROFoocQQgghhBCS17CnhxBCCCGEEJLXUPQQQgghhBBC8hqKHkIIIYQQQkheQ9FDCCGEEEIIyWsoegghhBBCCCF5DUUPIYQQQgghJK+h6CGEEEIIIYTkNRQ9hBBCCCGEkLyGoocQQgghhBAi+cz/DyMqcMRiApMtAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import fetch_california_housing\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# 加载加利福尼亚房价数据集\n",
    "housing = fetch_california_housing()\n",
    "X = housing.data\n",
    "y = housing.target\n",
    "\n",
    "# 查看数据集基本信息\n",
    "print(\"数据集特征:\", housing.feature_names)\n",
    "print(\"数据集形状:\", X.shape)\n",
    "print(\"目标变量形状:\", y.shape)\n",
    "\n",
    "# 数据预处理：标准化特征\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# 划分训练集和测试集\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# 实现梯度下降算法\n",
    "class LinearRegressionGD:\n",
    "    def __init__(self, learning_rate=0.01, n_iterations=1000):\n",
    "        # 学习率，控制每次参数更新的步长\n",
    "        self.learning_rate = learning_rate\n",
    "        # 迭代次数，控制梯度下降的训练轮数\n",
    "        self.n_iterations = n_iterations\n",
    "        # 模型权重，对应每个特征的系数，初始为None\n",
    "        self.weights = None\n",
    "        # 模型偏置项，对应截距，初始为None\n",
    "        self.bias = None\n",
    "        # 用于存储每次迭代的损失值，方便后续分析收敛情况\n",
    "        self.cost_history = []\n",
    "    def fit(self, X, y):\n",
    "        # 初始化参数\n",
    "        # 获取样本数量和特征数量\n",
    "        n_samples, n_features = X.shape\n",
    "        # 初始化权重向量为零向量，长度等于特征数量\n",
    "        self.weights = np.zeros(n_features)\n",
    "        # 初始化偏置项为0\n",
    "        self.bias = 0\n",
    "        \n",
    "        # 梯度下降算法的主循环\n",
    "        for i in range(self.n_iterations):\n",
    "            # 计算当前参数下的预测值：y_pred = X·w + b\n",
    "            # np.dot(X, self.weights)计算特征矩阵与权重向量的点积\n",
    "            y_pred = np.dot(X, self.weights) + self.bias\n",
    "            # 均方误差公式：\n",
    "            # 1/2m * sum((X·w + b - y)^2)\n",
    "            \n",
    "            # 计算权重的梯度：dw = (1/m) * X^T·(y_pred - y)\n",
    "            # X.T是特征矩阵的转置\n",
    "            # (y_pred - y)是预测值与真实值的差，即误差向量\n",
    "            # np.dot(X.T, (y_pred - y))计算特征矩阵转置与误差向量的点积\n",
    "            # 这个公式来自于均方误差对权重的偏导数：∂J/∂w = (1/m) * X^T·(X·w + b - y)\n",
    "            # 除以样本数n_samples是为了取平均值，使梯度估计更稳定\n",
    "            dw = (1/n_samples) * np.dot(X.T, (y_pred - y))\n",
    "            \n",
    "            # 计算偏置的梯度：db = (1/m) * sum(y_pred - y)\n",
    "            # 对所有样本的预测误差求和并取平均\n",
    "            # 这个公式来自于均方误差对偏置的偏导数\n",
    "            db = (1/n_samples) * np.sum(y_pred - y)\n",
    "            \n",
    "            # 使用梯度下降更新权重参数：w = w - α·dw\n",
    "            # α是学习率(learning_rate)，控制每次更新的步长\n",
    "            self.weights -= self.learning_rate * dw\n",
    "            \n",
    "            # 使用梯度下降更新偏置参数：b = b - α·db\n",
    "            self.bias -= self.learning_rate * db\n",
    "            \n",
    "            # 计算当前参数下的损失函数值（均方误差）：J = (1/2m) * sum((y_pred - y)^2)\n",
    "            # 系数1/2是为了在求导时消除指数2\n",
    "            cost = (1/(2*n_samples)) * np.sum((y_pred - y)**2)\n",
    "            \n",
    "            # 记录每次迭代的损失值，用于后续分析模型的收敛情况\n",
    "            self.cost_history.append(cost)\n",
    "            \n",
    "            # 每训练100轮打印一次当前的损失值，方便监控训练进度\n",
    "            if (i+1) % 100 == 0:\n",
    "                print(f'迭代次数: {i+1}, 损失: {cost:.4f}')\n",
    "        return self\n",
    "    \n",
    "    def predict(self, X):\n",
    "        return np.dot(X, self.weights) + self.bias\n",
    "\n",
    "# 训练模型\n",
    "model = LinearRegressionGD(learning_rate=0.01, n_iterations=1000)\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# 评估模型\n",
    "def mean_squared_error(y_true, y_pred):\n",
    "    return np.mean((y_true - y_pred) ** 2)\n",
    "\n",
    "# 在训练集和测试集上进行预测\n",
    "y_train_pred = model.predict(X_train)\n",
    "y_test_pred = model.predict(X_test)\n",
    "\n",
    "# 计算MSE\n",
    "train_mse = mean_squared_error(y_train, y_train_pred)\n",
    "test_mse = mean_squared_error(y_test, y_test_pred)\n",
    "\n",
    "print(f\"训练集MSE: {train_mse:.4f}\")\n",
    "print(f\"测试集MSE: {test_mse:.4f}\")\n",
    "\n",
    "# 解决中文显示问题\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 使用黑体\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 解决负号显示问题\n",
    "\n",
    "# 可视化损失函数的收敛过程\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(range(1, len(model.cost_history) + 1), model.cost_history)\n",
    "plt.xlabel('迭代次数')\n",
    "plt.ylabel('损失')\n",
    "plt.title('梯度下降的损失函数收敛过程')\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "# 可视化预测结果\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(y_test, y_test_pred, alpha=0.5)\n",
    "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--')\n",
    "plt.xlabel('实际值')\n",
    "plt.ylabel('预测值')\n",
    "plt.title('线性回归预测结果')\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "SGDRegressor模型评估:\n",
      "训练集MSE: 0.5286\n",
      "测试集MSE: 0.5506\n",
      "训练集R²: 0.6046\n",
      "测试集R²: 0.5798\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用scikit-learn的SGDRegressor实现随机梯度下降线性回归\n",
    "from sklearn.linear_model import SGDRegressor  # 导入随机梯度下降回归器\n",
    "from sklearn.preprocessing import StandardScaler  # 导入标准化处理工具\n",
    "from sklearn.metrics import mean_squared_error, r2_score  # 导入评估指标：均方误差和R²分数\n",
    "from sklearn.model_selection import train_test_split  # 导入训练集和测试集分割工具\n",
    "from sklearn.datasets import fetch_california_housing  # 导入加利福尼亚房价数据集\n",
    "import numpy as np  # 导入numpy用于数值计算\n",
    "import matplotlib.pyplot as plt  # 导入matplotlib用于数据可视化\n",
    "\n",
    "# 加载加利福尼亚房价数据集\n",
    "housing = fetch_california_housing()  # 获取数据集\n",
    "X = housing.data  # 提取特征矩阵\n",
    "y = housing.target  # 提取目标变量（房价）\n",
    "\n",
    "# 数据集分割 - 将数据分为训练集(80%)和测试集(20%)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)  # random_state是随机种子，确保结果可复现\n",
    "\n",
    "# 数据标准化 - 对特征进行归一化处理，使其均值为0，方差为1\n",
    "scaler = StandardScaler()  # 创建标准化对象\n",
    "X_train_scaled = scaler.fit_transform(X_train)  # 对训练集拟合并转换，计算训练集的均值和标准差\n",
    "X_test_scaled = scaler.transform(X_test)  # 使用相同的参数转换测试集，使用训练集的均值和标准差\n",
    "\n",
    "# 创建并训练SGDRegressor模型\n",
    "sgd_reg = SGDRegressor(max_iter=1000,  # 最大迭代次数\n",
    "                       tol=1e-3,       # 停止条件的容忍度\n",
    "                       penalty=None,    # 不使用正则化\n",
    "                       eta0=0.01,       # 初始学习率\n",
    "                       random_state=42)  # 随机种子，确保结果可复现\n",
    "sgd_reg.fit(X_train_scaled, y_train)  # 使用训练数据拟合模型\n",
    "\n",
    "# 预测 - 使用训练好的模型进行预测\n",
    "y_train_pred_sgd = sgd_reg.predict(X_train_scaled)  # 对训练集进行预测\n",
    "y_test_pred_sgd = sgd_reg.predict(X_test_scaled)    # 对测试集进行预测\n",
    "\n",
    "# 评估模型 - 计算各种性能指标\n",
    "train_mse_sgd = mean_squared_error(y_train, y_train_pred_sgd)  # 计算训练集均方误差\n",
    "test_mse_sgd = mean_squared_error(y_test, y_test_pred_sgd)     # 计算测试集均方误差\n",
    "train_r2_sgd = r2_score(y_train, y_train_pred_sgd)  # 计算训练集R²分数（决定系数），衡量模型对训练集的拟合程度，值越接近1，拟合越好\n",
    "test_r2_sgd = r2_score(y_test, y_test_pred_sgd)     # 计算测试集R²分数，衡量模型对测试集的拟合程度，值越接近1，拟合越好\n",
    "\n",
    "# 打印评估结果\n",
    "print(\"\\nSGDRegressor模型评估:\")  # 打印标题\n",
    "print(f\"训练集MSE: {train_mse_sgd:.4f}\")  # 打印训练集MSE，保留4位小数\n",
    "print(f\"测试集MSE: {test_mse_sgd:.4f}\")   # 打印测试集MSE，保留4位小数\n",
    "print(f\"训练集R²: {train_r2_sgd:.4f}\")    # 打印训练集R²，保留4位小数\n",
    "print(f\"测试集R²: {test_r2_sgd:.4f}\")     # 打印测试集R²，保留4位小数\n",
    "\n",
    "# 可视化预测结果 - 绘制实际值与预测值的散点图\n",
    "plt.figure(figsize=(10, 6))  # 创建10x6英寸的图形\n",
    "plt.scatter(y_test, y_test_pred_sgd, alpha=0.5)  # 绘制散点图，透明度为0.5\n",
    "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--')  # 添加对角线（理想预测线）\n",
    "plt.xlabel('实际值')  # 设置x轴标签\n",
    "plt.ylabel('预测值')  # 设置y轴标签\n",
    "plt.title('SGDRegressor预测加利福尼亚房价结果')  # 设置图表标题\n",
    "plt.grid(True)  # 显示网格线\n",
    "plt.show()  # 显示图形\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Lasso回归模型评估:\n",
      "训练集MSE: 0.6718\n",
      "测试集MSE: 0.6796\n",
      "训练集R²: 0.4974\n",
      "测试集R²: 0.4814\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用Lasso回归对加利福尼亚房价进行预测\n",
    "from sklearn.linear_model import Lasso\n",
    "\n",
    "# 创建并训练Lasso模型\n",
    "lasso_reg = Lasso(alpha=0.1, random_state=42)  # alpha是正则化强度参数\n",
    "lasso_reg.fit(X_train_scaled, y_train)\n",
    "\n",
    "# 预测\n",
    "y_train_pred_lasso = lasso_reg.predict(X_train_scaled)\n",
    "y_test_pred_lasso = lasso_reg.predict(X_test_scaled)\n",
    "\n",
    "# 评估模型\n",
    "train_mse_lasso = mean_squared_error(y_train, y_train_pred_lasso)\n",
    "test_mse_lasso = mean_squared_error(y_test, y_test_pred_lasso)\n",
    "train_r2_lasso = r2_score(y_train, y_train_pred_lasso)\n",
    "test_r2_lasso = r2_score(y_test, y_test_pred_lasso)\n",
    "\n",
    "# 打印评估结果\n",
    "print(\"\\nLasso回归模型评估:\")\n",
    "print(f\"训练集MSE: {train_mse_lasso:.4f}\")\n",
    "print(f\"测试集MSE: {test_mse_lasso:.4f}\")\n",
    "print(f\"训练集R²: {train_r2_lasso:.4f}\")\n",
    "print(f\"测试集R²: {test_r2_lasso:.4f}\")\n",
    "\n",
    "# 可视化预测结果\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(y_test, y_test_pred_lasso, alpha=0.5)\n",
    "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--')\n",
    "plt.xlabel('实际值')\n",
    "plt.ylabel('预测值')\n",
    "plt.title('Lasso回归预测加利福尼亚房价结果')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Ridge回归模型评估:\n",
      "训练集MSE: 0.5179\n",
      "测试集MSE: 0.5559\n",
      "训练集R²: 0.6126\n",
      "测试集R²: 0.5758\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用岭回归对加利福尼亚房价进行预测\n",
    "from sklearn.linear_model import Ridge\n",
    "\n",
    "# 创建并训练Ridge模型\n",
    "# alpha是正则化强度参数，控制L2正则化的强度\n",
    "# alpha值越大，正则化越强，模型越简单，可以有效减少过拟合\n",
    "# alpha值越小，正则化越弱，模型越复杂，可能导致过拟合\n",
    "# 需要通过交叉验证等方法选择最优的alpha值\n",
    "ridge_reg = Ridge(alpha=0.1, random_state=42)\n",
    "ridge_reg.fit(X_train_scaled, y_train)\n",
    "\n",
    "# 预测\n",
    "y_train_pred_ridge = ridge_reg.predict(X_train_scaled)\n",
    "y_test_pred_ridge = ridge_reg.predict(X_test_scaled)\n",
    "\n",
    "# 评估模型\n",
    "train_mse_ridge = mean_squared_error(y_train, y_train_pred_ridge)\n",
    "test_mse_ridge = mean_squared_error(y_test, y_test_pred_ridge)\n",
    "train_r2_ridge = r2_score(y_train, y_train_pred_ridge)\n",
    "test_r2_ridge = r2_score(y_test, y_test_pred_ridge)\n",
    "\n",
    "# 打印评估结果\n",
    "print(\"\\nRidge回归模型评估:\")\n",
    "print(f\"训练集MSE: {train_mse_ridge:.4f}\")\n",
    "print(f\"测试集MSE: {test_mse_ridge:.4f}\")\n",
    "print(f\"训练集R²: {train_r2_ridge:.4f}\")\n",
    "print(f\"测试集R²: {test_r2_ridge:.4f}\")\n",
    "\n",
    "# 可视化预测结果\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(y_test, y_test_pred_ridge, alpha=0.5)\n",
    "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--')\n",
    "plt.xlabel('实际值')\n",
    "plt.ylabel('预测值')\n",
    "plt.title('Ridge回归预测加利福尼亚房价结果')\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "逻辑回归模型评估 (预测房价是否高于中位数):\n",
      "训练集准确率: 0.8289\n",
      "测试集准确率: 0.8261\n",
      "\n",
      "分类报告:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.83      0.83      0.83      2077\n",
      "           1       0.83      0.82      0.82      2051\n",
      "\n",
      "    accuracy                           0.83      4128\n",
      "   macro avg       0.83      0.83      0.83      4128\n",
      "weighted avg       0.83      0.83      0.83      4128\n",
      "\n",
      "\n",
      "混淆矩阵:\n",
      "[[1719  358]\n",
      " [ 360 1691]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用逻辑回归分析加利福尼亚的房价\n",
    "# 注意：逻辑回归通常用于分类问题，而不是回归问题\n",
    "# 这里我们将房价问题转换为二分类问题，例如预测房价是否高于某个阈值\n",
    "\n",
    "# 导入逻辑回归模型\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "# 导入评估分类模型的指标\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "\n",
    "# 将连续的房价值转换为二分类问题\n",
    "# 以房价的中位数为阈值，将房价分为\"高\"和\"低\"两类\n",
    "# 计算整个数据集y的中位数作为阈值\n",
    "# np.median()函数用于计算数组中所有元素的中位数\n",
    "# 中位数是将数据排序后，位于中间位置的数值\n",
    "# 在这里，我们用它来将房价分为两类：\n",
    "# - 高于中位数的被标记为1（\"高价\"）\n",
    "# - 低于或等于中位数的被标记为0（\"低价\"）\n",
    "# 这样就把回归问题转换成了二分类问题，便于使用逻辑回归\n",
    "threshold = np.median(y)  # 计算房价的中位数作为阈值\n",
    "y_train_binary = (y_train > threshold).astype(int)  # 将训练集房价转换为二分类标签\n",
    "y_test_binary = (y_test > threshold).astype(int)  # 将测试集房价转换为二分类标签\n",
    "\n",
    "# 创建并训练逻辑回归模型\n",
    "# random_state=42 确保结果可重现\n",
    "# max_iter=1000 设置最大迭代次数，防止算法不收敛\n",
    "log_reg = LogisticRegression(random_state=42, max_iter=1000)\n",
    "log_reg.fit(X_train_scaled, y_train_binary)  # 使用训练集拟合模型\n",
    "\n",
    "# 预测\n",
    "y_train_pred_log = log_reg.predict(X_train_scaled)  # 对训练集进行预测\n",
    "y_test_pred_log = log_reg.predict(X_test_scaled)  # 对测试集进行预测\n",
    "# 获取测试集样本为正类的概率\n",
    "y_test_pred_proba = log_reg.predict_proba(X_test_scaled)[:, 1]  # 获取测试集样本为正类的概率\n",
    "# 这行代码的详细解释：\n",
    "# 1. log_reg.predict_proba(X_test_scaled) 返回一个二维数组，每行对应一个测试样本\n",
    "# 2. 每行包含两个概率值：[P(y=0), P(y=1)]，分别表示该样本属于负类(0)和正类(1)的概率\n",
    "# 3. [:, 1] 表示取所有行的第二列(索引为1)，即提取每个样本属于正类的概率值\n",
    "# 4. 在这个房价预测的二分类问题中，正类(1)表示房价高于中位数\n",
    "# 5. 这些概率值将用于后续绘制ROC曲线和计算AUC值，评估模型性能\n",
    "\n",
    "# 评估模型\n",
    "train_accuracy = accuracy_score(y_train_binary, y_train_pred_log)  # 计算训练集准确率\n",
    "test_accuracy = accuracy_score(y_test_binary, y_test_pred_log)  # 计算测试集准确率\n",
    "\n",
    "# 打印评估结果\n",
    "print(\"\\n逻辑回归模型评估 (预测房价是否高于中位数):\")\n",
    "print(f\"训练集准确率: {train_accuracy:.4f}\")  # 显示训练集准确率\n",
    "print(f\"测试集准确率: {test_accuracy:.4f}\")  # 显示测试集准确率\n",
    "\n",
    "# 打印分类报告\n",
    "# 包含精确率、召回率、F1分数等详细指标\n",
    "print(\"\\n分类报告:\")\n",
    "print(classification_report(y_test_binary, y_test_pred_log))\n",
    "\n",
    "# 打印混淆矩阵\n",
    "# 显示真正例、假正例、真负例和假负例的数量\n",
    "print(\"\\n混淆矩阵:\")\n",
    "print(confusion_matrix(y_test_binary, y_test_pred_log))\n",
    "\n",
    "# 可视化ROC曲线\n",
    "from sklearn.metrics import roc_curve, auc  # 导入ROC曲线和AUC计算函数\n",
    "fpr, tpr, thresholds = roc_curve(y_test_binary, y_test_pred_proba)  # 计算假正例率和真正例率\n",
    "roc_auc = auc(fpr, tpr)  # 计算ROC曲线下的面积\n",
    "\n",
    "# 绘制ROC曲线\n",
    "plt.figure(figsize=(10, 6))  # 设置图形大小\n",
    "plt.plot(fpr, tpr, color='darkorange', lw=2, label=f'ROC曲线 (AUC = {roc_auc:.2f})')  # 绘制ROC曲线\n",
    "plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')  # 绘制对角线作为参考\n",
    "plt.xlim([0.0, 1.0])  # 设置x轴范围\n",
    "plt.ylim([0.0, 1.05])  # 设置y轴范围\n",
    "plt.xlabel('假正例率')  # 设置x轴标签\n",
    "plt.ylabel('真正例率')  # 设置y轴标签\n",
    "plt.title('逻辑回归ROC曲线')  # 设置图表标题\n",
    "plt.legend(loc=\"lower right\")  # 添加图例\n",
    "plt.grid(True)  # 显示网格\n",
    "plt.show()  # 显示图表\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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